{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3D引擎\n",
    "from mpl_toolkits.mplot3d.axes3d import Axes3D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 三维折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x20478034b20>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5,3))\n",
    "\n",
    "x = np.linspace(0,100,400)\n",
    "y = np.sin(x)\n",
    "z = np.cos(x)\n",
    "\n",
    "# 三维折线图\n",
    "axes = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes)\n",
    "axes.plot(x,y,z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x2047b1b6f50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5,3))\n",
    "\n",
    "axes = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes)\n",
    "\n",
    "# 散点图\n",
    "x = np.random.rand(50)\n",
    "y = np.random.rand(50)\n",
    "z = np.random.rand(50)\n",
    "axes.scatter(x,y,z, color='r', s=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 三维柱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'z轴')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cTFW5+Ih0lsN1NnS61OsBQK1Ww2QyQSqVYs2aNV4/VHqTFX/6bxP2Vg26/bnFg9VnIIgUAgGysrLoqIm6uY1GI5qbmzEwMEBHq8EY9wkGZkNE6guexFe6u7uh1Wpx8OBBREZG0mWAqKiogJHfbIt6qS+RuYAzjkip2VBHxXHHQWGqWx9okCSJnp4etLS0QCwWIy8vzyuJtiu0uPODGrSOaD0+J5ipveOKqKOJ3eTkJBISEiASiTA+Po7GxkaYzWbaEkQul/tlCRIszNaI1Bco8ZWJiQnExMQgLS2Nbly5iq/I5XJERERwvo7ZViOlmk1zAWcMkTqueXrqygcrIjWbzairq4NKpUJRUREaGxu9Pv/TmkE89FkTdCbvpG720GxyGn/ielN5+ZlQKHTyWqIEQMbGxtDV1QWBQEBHTFR9dTZgLkSknkBFciEhIQgJCUFKSsqU976nx+4I6zhqxabrPV01UqZkrdVq6ch8tuOMIFKms6ECgSDgEalarUZVVRXCwsLoVN4TYRvNVjz8RQs+KO9ndGyrB9J3nFMNRETqemzXfzsKgFBd6bGxMQwNDaGlpcWpeRITEzOtXvYUTgerEVcCYiK+IhKJnCYCvH2pzcaINDs7O6jXEyic9kTK1AIEsEdagYpIHVP53NxcZGdn0+d2R6Rdozrc+UENmoY0jM/hKbV3HK+ymE2crp+rsLNjVzo7O3tK86Suro6u8VH11bmyT+0Ns0G0xJ34CjURwER8ZbbVSPmB/FkALmuegUrtHVP54uJixMTEeD3PF/XD+MMnDdAY2UXDnuZIqdReoVCgurKa/S8A73OkbODaPDEajRgbG8P4+Djq6+thsVgQHR0NuVwOm80WtFpmsOcwZ6NoiWOJBXAWX+np6XESX4mOjp62iJRNas83m2YQXNc8A5Hau0vlXeGYen9aM4hde+o5nctTRAoAo6Oj6OrqQn5+PnCijfWxg7UiKpVKkZycjOTEeJCE0Mly2Wg0oq6uDrGxsXQpwJsz6GzCXDC/8yW+AgA1NTWIjY2lJwICXTPlm01zBK6zoWw+3P6k9t5SeVc4pt5jWu4zmRY312oymaBUKmGxWLBq1SroSAkA9kTqiSwDMuLT8CEEk0MwnXWbk+Xy4cOHkZ6eDrPZTA+nh4SEONVXuc5QzvUaaTBKB47iK2azGQcPHkRqairUavUU8RVqIsBfMmdLpHxEOs1wnA3lYgECcE/tfaXy3s4jFnK/OVxTe5VKhaqqKggEAqSkpCAiIgJGjZHTsT1UDQD4EZHaLJAe+DMklW/CuOquKT8mCIJ2/szJyYHFYqGj1fb2duj1eqf6aiBUlQKF6SgdBNvKBACSk5NpjYBAi69QkzNMiJQkSWi1WkRERHD+naYTpwWRBsICBDjlPcMmjaJS+fDwcJ8D9hQciVQi5H5zUKm9o3JUXl4eDAbDrDO/I3SjkH1+E0S9R04+4puMRSIR4uPjER8fDwAwGAx0fZWSraPqq3K53Kv4Bx+Reoer5i4T8RVKANvRjsXbNdL6D3yzaXYhkBYggLN6vS8iJUkS3d3daG1t9ZnKu8KxRupXRGojaWvmsbExet20ubmZ3toScYxivAXmbCNSwXANQj65EYJJZmNdniCTyZCSkkLPUFI3tuOoD0Wqrh3puTqQTyHYjSBfx/ckvjI2Nobh4WG0tLRAIpE4zQ+7CvA4BjpMwKf20wDXhlIgvF6ob0pfSuFUKq9Wqxml8q5wrJGK/YhItTo9jh49CrFY7KQc5Xj8mY5IRQ0fQvbNb0FYuJUYPMH1xnYU/3C0A6FINdgR3Wzs2rMBW6J2HXNzFV9pbGxEaGio06gVGyK12WzQ6XQ8kQYTbGZD2cCXej3gnMqXlpYyFmBwhHONlPvN0dregbPOykB+fr7ThzPYeqSMojubBdIDf4Kk8i1O52cLR/GP3NxcuiM9NjaGlpYWGAwGegIgEI2Tfm0/2lRtOCf1HABzP7X3N+J1FV8xm81QqVR0GaCuro4uvYyNjSEqKsprsKLV2lej+RppEBBMCxAAdI3I3QiUYyqfl5eHrKwszud2PIc/qX1iUgrmz58/5fFAiJZ4azb5AqEbheyzX0PUd9Tzk4KcarvagdTU1ACwKwr19vYCgFN9lY1MYJWyCr8/+ntcM+8a+rHTISIN5KiTWCx2qm+bTCb09/eju7sbzc3NMBqNXsVXKCLla6QBRrAtQCi4G4Eym82ora3FxMQEp1TeFc41Uu43R0iY+7QnMJ5N3CJSez10JwSTA5zOGywIhUKEhYUhKyuLXqUcGxuDQqFAa2srJBKJU33VU6bxv+7/4bHKx2C2mSEkThHP6V4j9RcSiQTR0dEYHBxEaWmp00SAo/iKXC6HQCCAVquFRCLhlPF5w+uvv44//elPGB0dxcqVK/Hmm28iJycHdXV12LFjB9ra2rBz5048/vjjrP6es2N2xAdsNhuMRiMsFgsdNU6XDYhKpcLhw4dBkiRKS0v9JlHqHKdqpNx/D09D865kx4VMuQzki+o/ROi/tjIk0elX2ac+M9QqZVZWFlasWIGzzz4bCxYsgFgsRnd3N3788UccP34cbW1tGB0dhdVqBUmSeKnuJTxc/jDMNvvsr1BgJ1LKAXMup/bTpUVKRb2U8MrixYuxZs0aFBcXIy4uDmq1Grt27cI555wDkiTxwgsvoKGhISDNwvb2dvz5z3/GJ598gqamJuTm5uL666+H0WjExo0bUVRUhLKyMjQ0NODtt99mdexZHZFSqXxzczMiIyMRHx8fdHk2Ku0OZCrv7hyBiEjNDPRIATuReiNGd2C1IjrN9VAu8HYjOsoEAqc0QMfGxtDU1AStSYu9xr2o1jmv2zpGpEDw1aXmckQKeHcQdVzM+Mc//oHXXnsNu3fvxueff47f/e532LhxI/7973/7df7KykqsWrUKhYWFAIAbbrgBV155Jb744guo1Wo8/fTTCA0Nxe7du3Hrrbdix44djI89a4nUcTZUpVJBJBJNi8alUCiEyWRCZWVlwFJ5VwSKSL2JljhG1SIBAbbSJUxFSwid8mQ99Bi7E8yA7xPTzw+lAZqYmIgR3Qh2Hd6FVl3rlOdNqCeg1+vp9HOupvakxQLrxOSsUX6i9HqTk5Px9ddfw2g0QqFQ+H3+RYsWYd++faiqqkJ2djZeeuklXHDBBaiursaqVatoW5OlS5eioaGB1bFnXWpPRaEmk4keEp4uCxDq/I2NjQFN5V0RsDlSBnqkALfUnqmMnnT/Q+xJdAbAJTVsGm/CzgM70ToxlUQBQDuhxdGjR3HsmP33VyqVQbNhCVbpwKbTQXn33SAH+oOuRcpWHZ9qNEmlUqSlpfl9/kWLFuGKK67AihUrEB0djSNHjuDJJ5/ExMSEk1wfQRAQCoUYHx9nfOxZRaTUmqfJZHIasA+mcr3jubu6uqDVahEbG4vCwsKAF7opBGqOlIlCPsCRSJmuiHL+gpu9ESkA7O/fj1t+uAVKg9Ljc3KycrBu3Trk5uYCAHp6enDw4EGcOHEC7e3tGBsbC0gAwHbbjimsSiUUv74JxqPHYBWJTnvlp+PHj+Ozzz7D0aNHoVKpsH37dlx66aUQiURTlgdkMhl0Op2HI03FrEntXS1AHN/wYBOpyWRCXV0dJiYmEBkZidjY2KDbMZ9aEfVns4lZjZTLLCkJ91HQlPeFCOzNF0wZPaZ4p+kdvNrwKkgfZC8UCGnhZAAoKSlx0gdoaGhwkgnksp/ueO2B/Eyau7uhvONOWAfsjUGbUDhrUnvATqSBdhB9//33sW3bNpx11lkAgIcffhgvv/wyrrjiCtTV1Tk9d3JyklUgNeNEymQ2lHJPDAYooY+IiAiUlpaitrY26NFvwGqkDFN7znYjJOCO551Iieu9PQtrpGabGY9UPIIve75kdDyq2eRIdFKpdIoNy9jYGC1sTWmEUqNWTGQCaduYABGdsbYWo3ffA5taTT9mE4lnHZEGOiK12WxQKk9lGJOTk9DpdBCJRDhy5Aj9eGdnJ4xGo093X0fMKJEynQ0ViUQwGgO7Ykil8m1tbU5d+UCq5HtCoOZIvY0/uTabuKCjswuJ8bFOhmrBjkiDBV8R6bhxHPcfvR81ozWMj+mOSB3haAWSnp4Om82GiYkJjI2N0Yr1ISEhNLF6kgl0l6Vxhf6Hgxj7/e9ButxPNlHwI1KbzcZYBjEYVszr1q3Dddddh8LCQiQmJuL1119HUlIS7rjjDjz22GN46623sGPHDuzevRvnn38+q5rxjBGpzWaDyWRitKEU6NTeMZUvKSlBdHQ0/bPpsGSmaqQ2mw1dne2cj2NmmNpzHcpXT0xgoK8HAoGAjqCmRBWciXT2RKSDukHc/sPtGNCxWyJwJFImWg+UWhL1eaPKAJSwsl6vR0REBE2q1LaPo+OtP9B8tBeqxx8H3NxLNqEQ4lnkaa/T6QKe2l9++eVobGzEs88+i8HBQSxZsgR79+6FWCzG66+/ju3bt2PXrl0QCAQ4cOAAq2NPO5FSqTyl2MRkuD6QREql8pGRkW535YNhgOcK6hxlZWWY1HOPtD2l9o7NLIA7kS5avAQyEUFHUf39/ZiYmIBYLAZJkpDL5UghZ5ftsid4i0hbVa2sSRRwHsjnQnLuZAKp+mp/fz8tExiIfXP1y69g8s03Pf7cJhJNi4Mom9Q+MTExoOcnCAIPPPAAHnjggSk/27RpE9rb21FeXo5Vq1bRM8VMMa1EynXNMxBE6pjK5+fnIzMz0+25pyO112q10Ol0iIqKwtLly4F9P3A6DtPNJn+ESwQCIR1F5eTkoKmpid4ya2pqgmBkBBmcjj698EZ2NpLb31twMhoP1GiSTCaz27AkJ9PCxtQaKwAcPnzYqb7q2ml2B9Jiwfgjj0D36WeenyQWwzrLjO9mQkIvKSkJ69ev5/TaaSNSfy1A/CFSk8mE2tpaTE5OTknlXRHMiJQi89bWVohEIixdutS+8kp4HzfyhGCOPwHur0koFCI0NBT5+fkgSRIi1QfAKPtjEzPQbPIErkQqIuy3TzBmPB23feRyOcrKyrB48WI6Wm1sbKSN6+RyOaKjo6fUH216Pcbu/z0Mhw55P5dUOiutmOeKhB4wzUTK1QLEn679+Pg4qqurERkZiTVr1vj0VKc2mwINi8WC2tpaqNVqLFq0CC0tLfT7IBIKYLJwsDhhuCIaaG97x+aKSBycWdtAw2tECm5E6lojDRZIkoRQKHRyBHU0rmttbYXBYEBkZOQptwCLBWP33Aszgw0dQiKZlUQ6V5SfgGkkUqpoztUChG2UyDSV93SdgcTk5CQqKysREhKC0tJSGI1Gp3OIhQRMHL4nmHbtSY4Rl9VN1DhF/Yljs8nR1WCmwTUi9bdGyhTu7htXmUBKTWlsbAxDVVVI+turEI8ySxWmMyJlM5A/V7RIgWkkUn8U7NkSKZXKazQan6m8KwKd2g8MDKC+vh5ZWVnIy8sDQRBOiwcANQLF/pxMUvuBgQHotRpwGfh0l30HikgHBwfRfuQI5HI5bf8bTASjRjpdESkTkgsJCUFISAiSwsMxdO+9sI0xX2+kiHS2NZv4iDTAYEOkjql8aWmpz1Te3bkCEZHabDY0NjZiaGgIy5cvpzuzwNSIkeu+vdlL1546f39/PyIjwoFJLevjM1OM4nbtaWmpEM6b5+QQShAEhoaGIBQKERkZGZS6ozv4S6TTYWPCNJKzqdWsSBQAIBFPS0TKxkFUp9PxEak7+PNBY+LuyTWVd0UgIlK9Xo+qqipa+CQkJGTKOahrJgiCs5OopxVRs9kMi8WC0dFRlJaW4u99jQDYE6m7FcmpESlHlwBCgLi4OMTFxQGwj/6cOHECBoMB1dV2ubqYmBjExsYy3gDyBm/jT3MhImV6fNLIvr4/aTRCr9djZGQEYrHYaQEjkOAj0hmGoymdOyJ1TOVXrlyJqKgov87lT0SqUChQU1ODpKQkLFy40O31OrqVCoVCzttN7iJGlUpF22qsWrUKIpGIc7PJQy8rIKm960C+TCaDSCRCVlYWYmJi3G4AOSrYe7ohhd0HYU0pAsRTh7kDHpFOU42UTURKmtkTaYTcri1BBQAAnLat2NiweLwulsIrfNc+CHAkUtdUnUrlo6KiOKXyruDabCJJEm1tbejq6sLixYuRkpLi9RyAI5Fy+5C6DuT39vaiqakJGRkZ6O7upsdhAukkOh0rogRBODlUOgqBtLS0wGg0OvktUUIg4qq/Q7r/QWhumbrmGYyINNBzpJ7AKiI1sZfxE500pcvPz0d4ePgUm2WpVEqTqlwu53SPUVkek4jUarXCYDDwROoO/nzQqJEpx5SbJEl0dnaivb3dr1TeFVwmBEwmE6qrq6HX67Fq1SqftR1HIgW479ubT0akNpsNDQ0NGB4eRmFhIWQyGbq7u+nnBXKOFHAlJc6qJYyf6bgBRJIk9Ho9LQTS1dUFAQGsGP4AyT2feL0mT58PK8mtlBPMOVJHsInkuESk1PiTUCikbVgoKxZKWH1sbAzd3d2or69HREQETapRUVGMyJH6rDN5rkajAQCeSIMBkUhEE5zJZEJNTQ20Wq3fqbwr2Eak1MopFREzEWWgbjp/fZusNhIGgwGVlZVO9VidTuc8kM/xJndXOphp0RKCIBAaGorQ0FCkpaXBpldD8smvENJ/aui8vKICUfGpTje6t4jUl1yeJ0znHCljIuVQI4WXOVJXGxaj0UhnB42NjTCbzbRpnWN24ApKpJ3J+0Q5iPJEGgRQkeL4+DiqqqoQHR0dkFTeFUybTSRJoqenBy0tLaw9nagPlL8RqdFkweHDhxEfH49FixbR3/bUrj11gwfaSTQQzaZAyOgR6h6E770ewtEWp8fTMzIxOqGn9UBjYmJgMplgNBrdkh7XiHQ2NpvAISLFSb0JJmTtSSZwfHzcnh04yARS9VXgVH+DKZFSNfO5gjmR2gP2P3JfXx+GhoYwb948ZGRkBOXDy6TZZLFYUF9fj7GxMRQVFbHSLaQQCE1SncGAvLz5SE9Pd3ovHCNegiC4N5s8zJE6gpwhGT1h33HIPt0JgX5sys8SEhKRkBritK+uUqnQ2tqK7u5uOnqi6n2nVbOJQ40UEnswwnb8yZ1MIFVfpZqEMpmM1gVg02gKCwubFcsaTDEnKN9kMsFkMkGhUAQ8lXeFr9Reo9GgqqoKEokEpaWljIQjfJ2Ha2ovFEuQkTFVMsS1dMC5RupjRfTk2Tgd2x8ZPVH9h5B98xsQVg/Rl4N2KrWvPjg4iJycHAiFQoyOjqKrqwv19fWIjIyE0uLZTsQbZtNAPgUuNVI2Eak3CASCKU1Cqr7a398Ps9mMsrIyp/qqu3NqNJqAS+gFG9NKpFNmEBmASuWprmIwSRRw1gp1/SMPDg6irq4OGRkZyM/P9+uD5/hesIlIozGJS4XH8Z71p7B5kLBzJVJ/1J88HfvUA9MYkZIkJD8+CunxF70/z801UVEdFYkC9nrf2NgYjK3cpAxnY2rPqUYqltjFcwI8kC8SiehZYblcjra2NqSmpmJsbAz19fV02YUiVioKpUafgvWe/va3v0VDQwM++8yuiFVXV4cdO3agra0NO3fuxOOPP8763LM2InXsys+bNw8jIyNB8/NxBFVndCRSm82G5uZm9Pf3Y9myZfR+sz/gEpEuJrrwivgZ1JNZeM/6U6+eTUAAIlImXXuuRMr2b2nWQ/a/2yFuY2IDwqxrL5VKkZycjHh1PMAhKHUcfwrmVhCr43OISEnx9NiMiEQitzKB4+Pj6OjogEgkwvfff4+enp6g1Udramrw0ksv0UsfRqMRGzduxEUXXYR//etfuOOOO/D222+z8rQHZimRuuvKj42NBV1wGZg6mmQwGFBVVQWr1YrS0tKApRxsa6RbBD/iEfHrCCFMaLbarWm97doDjl4/wYxIg1/HIiYHEfLxDghH6nw/GfAYkXoCV/UnkWAWjj9xqJFOF5E6jj45ll0yMjJgs9mgVquxb98+HDhwAIODg1i4cCEuuOACXHvttVi5cqXf12Cz2fCrX/0Kd999N3JycgAAX3zxBdRqNZ5++mmEhoZi9+7duPXWW1kT6bR2Cph82MbGxnDo0CEIhUKUlpbSqfx0WDIDp4jUarVidHQUhw8fRlhYGFatWhXQug3TiFQIKx4SvYNnJS8hhLBHG+KTAifezO+AU18GgUztgeBsNnmCYKgaoe9uYE6igEdyD/RmU2NDIwYGBmAymWZPas+lRiqeHitmbzOkVLf/wQcfxF133YULLrgAu3fvhtVqRVdXV0Cu4ZVXXkFtbS2ysrLw6aef0vPfjvf20qVL0cBAetAVsyYiJUkSHR0d6OjocNuVny4ipUaTurq60NfXh4ULFyItLS0o5/FVI42FGi9JnsNZgianx4UUkTKMSLmm9u5WRKfe0MEjEMFIPUL/fTkIi4HdC9lGpByJNCI0AgMDA5iYmIBQKERraystshxIJSVKj5TRcznUSEmxZMaJ1BFarRYxMTHYunUrtm7dGpDzazQaPPTQQ8jJyUF3dzf+8Y9/4OGHH8a6deuQnZ1NP48g7AaY4+PjrBTJZgWRUqm8Tqfz2JWfLiI1m+2p0dDQEM466yxERkYG5TzO3vZTP8TLiTa8LHkWycTU8R4xYX8fvOmROhJ1oJtN01UjFUz0sSZR0guxBzIiFUCA3NxcAEB7eztUKhWsViuamproIXVKcMXfUZ5gR6TkNESkM71n/9FHH0Gr1WL//v2Ii4uDxWJBQUEB3nzzzSlpvEwmg06nm71E6u7DMDY2hurqasTExGD16tUeB+yFQiFNcsGCWq2mJwQKCgqCRqKA99R+m3Af/iR6B1LC/e8rctAuNVttbiNaR8IL5K791BPNMjtmD4QTaD1SaoYUsP8tQ0JCsGDBArde9kKh0Gl2lamTJn19bCTuuNRIZ6HxXaDHn/r6+rBq1SpabYyy+mlqaqI9sShMTk6y/hvNWETqmMrPnz91qNwVwYxISZJEX18fmpqakJOTg97e3qAPA7trNolhwZ9Eb+Fnov1eX+tIpBYrCbGbz2cgiLS9oxNpYh1iY2NpGbuARaTBsmP2cD2BTu2p0Sfq2NTnxd2QulqtxtjYGHp7e9HQ0EBbLnubpXS99mDOkdpEgWs2kRYLtHv2IPzqq50edyc45AlarRapqakBuR4KaWlp0Ov1To91d3fj2WefxV//+lf6sc7OThiNRtZLNjMSThiNRpSVlaG/vx8rV65ktKUULCK1Wq2oq6tDa2srCgsLkZubC5FIFHQnUccVUdJqRiLG8G/Jn32SKHCq2QQwU8nnmtrLZCEYGhrCkSNHcOzYMbS2tkKr1Qb9vaHBadyNQ2rPoWvviUhdQTVRcnNzUVJSgrVr1yI9PR1GoxH19fU4ePAgqqur0dvbO0Ujgb6+IM+R2kSBSe1JoxGju34D/fdTXXFn2vhu/fr1aGhowCuvvIK+vj48//zzqK6uxmWXXYaJiQm89dZbAIDdu3fj/PPP932tb79tz35O/jftqb1jKr9ixQrG82LBIFKtVouqqip6QoCKuoLh2+QKavB/aGgIoZ3f4nPp84gn1IxeK8Ipgydvs6TU7yDgGF3HJSSiKE9OG62Njo5CoVDAYrGguroasbGxSLNYwWm3K1gjwdMUkQoczsNm/EkikTjtqlOzlEqlEu3t7ZBIJE66q2KxmGVEymX8yX8itWm1UN5zL0wVFZCdffbUn7OwMtHpdAEn0tjYWPzvf//Dfffdh3vuuQfJycn44IMPkJ6ejtdffx3bt2/Hrl27IBAIcODAAd8HXLYM+L//o/85rUTa09OD+vp6Rqm8KxzVnwKB4eFh1NbWIjU1FfPnz3f6IAXTkpkCQRAYHh5GTMsHuF31HoQEc/c719TeHSiiBrhHpPRUgYPRWlRUFPr7+xEdHQ2FQgFbby8Wczp6kODlVw2kjJ5jjZTrHKnrLKWjZF1nZyctWWcymRAeHs6oVkpycMD1NyK1qlRQ3nkX7VhKuHEzYGN8p9FogqKOv2bNGhw5cmTK45s2bUJ7ezvKy8uxatUqWunKK1assP93EtNKpHK5nHMnPFARqc1mQ2trK3p6elBQUICkpCS35wpmRGoymTAxNoJF7a8ibfQg69ezTe25jz9NPbZAIIBQKERmZiYyMzMhNB8D+rkcnUlIyiVsZR+RctmYo7RIqdcHSgvXUbLOYDDQnlZ9fX3o7++n1ynlcvkUCxsAAIeI1B8itSoUUNx2OywdHfRjhGxqjsImtZ8Jv6akpCSsX7+e8+unlUjDw8M5+9MHgkiNRiOqq6thMpmwevVqj+lDMFP7iYkJVFZWorD5CcSppyq5M4GImJ4aqSd+cSQeQZC7vazhhdAC2rV3qZEGY3xIJpMhJSUFAwMDSE9PR0hIiN1ueWgILS0tTvYr0dHREIlEII3sdQOsQiGnrr2lrx+K226Dtd/5m9RTRMr0HMGKSIOGf/xj5sefmMJfIqVqs3K5HIWFhV5rs8FqbFHWzDk5OQirYVYPdQfn1N5zjZQiPIJjQdKTr73LA5yObTabgrNaOcNd+2CASukdlesd7VdaW1thMBgQFRWF+MlJ1isSNqGQ9ReBub0ditvvgM1ldAgABLKpkTJbB9E5I+p88CCwc+fsGMhnAq7k5uguyrQ2G+iI1FH0hLJmtgq5C1KLWKT2Op0OPd1dnM7DzGqEWySmGFFg//d7kBufi9T4VA/Dz9PUtfdzjnQm9Egd7VcA0LOrFqOR9U1tE4kgZkGkpvoGKO+8Eza1+2DA34h0zjiItrUBW7cC0dFzj0jZfGjNZjPq6uqgVqtRUlKC6OhoRq8LZLPJaDSiqqoKZrMZq1evPvUBEQSGSL1tN6nValRXVyMiPAqAivV5gimj1x4vwcvql/FE0hN0Y4Ug7L72IpGIe42MQ0TKqdk0AxGpN1D2K8MiEdhWSdlEpMbyCijvvRek1rO9t7/NJq1WO/s97cfHgQ0bAK0W2LdvbqX2wCk5Ll+YnJxEZWUlQkJCUFpaympTIVDNJsrPKTo6GkVFRU7XTfpBpGKH8Sezm649SZIwm81ob2/H4sWLMT4MoEzF+jyeSNpfq5F/RkbgSUM9rACysrIgl8lpX3u9Xo/KykoIBALkmfswj+3BOXTtuXg2TUeNlAI7F1GWXXuBANaT++W+oP/xR4z+7n7ARx3Wn4jUbDbDZDLNfiK99VaguRlYuRL473/nVkQKgBHB9ff3o6GhAVlZWcjLy2NN4IGISPv6+tDY2OjRz4kUsltBc4Rzau/8flitVtTX18NkMiEvLw+pqakQKQY4ncddEOdPRGoB8EhsDD6InHqTUB492dnZiI6OhlqthrW2leUVAySHrj2XiJTrHCkXsLMaYUekNpEIo6OjMBqNtO2yuw0k3ddfY+yhPwIMmsVEiDOR2mw2xsIrlIPorE/tB07eU8ePA8ePzx0ipT5IFovFY3RJiUYMDQ3RtUiu5zJxmMcD7B+axsZGDA0NobCw0PNMmj81UsIGe/2QcIoaKUdRAIiIiKD3lYVcR1sCaH43ISBwb0Icjrob2XEBtQ0kSkpkdGwneCH2YHbtZ42MHsvPrTAkBKGhoRCJRE52y44rrPpPP8X4I48CDLM014iUjRUz5SA664nUZWh/zqT2lLyVp0hRp9PRgiOULTFXcE3t3Vkje4I/qT1gnyU1Q0Sn9iqVCpWVlYiNjcXixYtRVlbm9xypuyhu6t/QN0n3ikS4NTEenZLAOr66hRfREk/gMkc6nc0mdp5N7CqkAqkUQqGQ3rai7FfGxsZQV1cHm82GzL//AyIW94MrkVL3LJPfgRIsCbaISqAxZyJSwHPnXqFQoKamBsnJyViwYEFATLzYEun4+DgqKyunWCN7hB+pPWBfEzVDBIuNpEsZ+fn5yMzMDJiMnofJKlYRaZlMirsT4qDy8H54r0+yJziT2YLa2lrI5XInsRX7pQZus8nTQH4wSJVVDZZlREpIpU5ETdmvUHYgGo0GKpZlLndEytQTiiLSueQgCswAkXIxwKPgSqQkSaKtrQ1dXV1YvHgxUlJSAnKNbEatHP3t2ay++lMjBewRqR5Ad3cPjOQoVqxYQUuEAcGT0WNjx/xxeBj+HCeHeRpvCrFYjIiICHpoPTQ0lFby8fS58ze1p1JvzZ49EGVlQVZUxO3i3YAkSVbkzDYidSVSp58RBCIiIqCx2cCGSgUumRibPfs5M/rkgjkbkVI2AXq9HqtWrQpol49pREo1dkZHR1FcXMxKCNafGilwquE0plJj68Wrp3z4HEVLAml+x0RGjwTwbEwU3owOruOrOxACIbKyspCVleUktgIAx44dQ0xMDL2GSZVeOKk/uaT25LvvQfXBB4h/5ZXA/CIOxwaYpcWkxcK4jklDIvHZUWe7LaWYmECswUBnA1y2mviINIigiJQaK4qKikJpaWnAHQeZRKSOYzqrV692SiGZncS/iJSyG8nNn+f2G3z6hJ2dj60nCNwfH4vvwpgJ83rNTjglLqeuhxJbiYuLw+DgIJYtW4aJiQmMjIygtbWVXrE0GFlamcDBitliQcQ774A8fFIMQxTY2h6t4MWESDk0SL1FpPRxDezeH4VajZYjR+j3VyKRMCbGObXV5IA5l9qPjIxgZGTEqR4YaPiKSEdHR1FVVYWkpCQsXLiQW002AKk9ANg8NHsCof7E1mpkWCjE7YnxaJT697v5BS+lhrCwMMTExCAzM9NpxXJSM8n6NEJCCJtej7Hf3Y+Qww6KQgFuklCfQ0blIk5EKvFNpCwj0oKSEtgiI6FSqTA6Oore3l6YzWZUVlbS0wCefOvn3J79ScwynwjPsFgs0Gq1UCgUKC4udjubGSh4miMlSRKdnZ2oqKjA/PnzsXjxYu6NLX+bTbRvk+9de84RKZNm08kIsF4ixs9SEmeWRAG3zS9ac8DhZ9SK5fz58xHFoQQRqrFAcdPNMBw+7Hz6AGdHbFJ7to0mACAk3iNS0mxmXS4gZDKIxWLEx8djwYIFyMvLQ3h4OOLj46FWq1FRUYFDhw6hoaEBQ0NDTqOGwa6RXnzxxXj77bcBAN9//z0WLlyIuLg4PP30034dd06k9hqNhh4rysjIYFeL5AB3408WiwV1dXVQqVQeDfrYncTfiNQ+GO1uswkIkIwewxXRb0ND8Pv4WOg5fKkEumvPZWWVbbMpcZzEVa9VwKzUT/1hECJSagrDF7h42vuKSLmoSbl27UmShEQiQVpaGtLS0tzar4SHh2P//v1oaWlhXyZjiHfffRdfffUVtm3bBoVCgU2bNuHee+/F9u3bsW3bNqxYsQLnnXcep2PPSGrPBoODg6irq0NGRkbQ/cMpuKb2Wq0WlZWVkEgkWL16NaRSTprwTiBE/h1DxMCSORipPTDV1/43CXHT2pn3DmYRqSPYEGnuAInf/seKKJ0bEkXgI9Kge9qfXG7x1AxiWx+FWAzC5Viue/bUwgVlwWIymTA2NoaGhgZ8+eWXMJvNWL9+PS666CJcccUVAZnGGRsbw7333ov58+cDsJNqSkoKHnjgARAEgQcffBBvvPHG3CFSpnBUTFq2bBkSEhLQ2NjIWc+UDRxTe4VCgerqardK+n4hQF17b6Il/nTtbxB+AZnhKgAZU47r8gDrYwcVHK6Hadd+ebsN9+y1QeYt8Avwzj279VAOLrsniTRQESnhZgnFV9eesl955513cO+990Kn06GwsBD//e9/sWzZsoAQ6b333outW7fSBnjV1dU477zz6M/zypUr8bvf/Y7z8WclkRoMBlRVVcFqtaK0tPTUquM0WDJT57FarWhra0NnZ2dAZ1Rp+BmRUs0mJnqkQjaWLrDgz6K38TPRPrxi2+r2Oa41UgFJzh5CdTeOFYCI9NwaG371hQ0iH08tr6pCpFbL2Xp5yrWxWg9ln4bj5F59oIhU4KeEnk6nQ2ZmJu655x7cc889rM7tCfv378d3332H+vp63H777QDsAuuLFi2inxMZGYmBAW6aFMAsTO2VSiWqq6uRmJiIhQsXOv0BhEIhDGxTDQ6gIrn+/n7O1ii+4H9qf7JG6iEidezaM41Io6DBy+JnUSq0e+/oddopN4G7GmnQOpYcpjtIL6m9J/jabLrskA3bfmAWteYvXAiVUIienh40NDQgMjKS3rKKjIxkXZpit9XExfjOTvQelbFY3m/ubEbYDuQHcvzJYDDg17/+NV5++WWnWXORSORUopPJZNDpdJzPM2siUkef+4ULFyItLW3Kc4LpbU9Bo9GgoqICgD3c92dn3xsIf5tNhBUgvaf2bIg0hxjA6+InkSMYoh8bGxvFwYMHnYbYgak10lkFDqIlnoiWIEnc8JUNF1UyJ/RouRyxcXHIzc2l99ZHR0fR19cHADSpyuVyRrX24NdI7Z72Ht8btqm91H1EytTTPtBzpP/v//0/lJSUTPFjksvlUDio+09OTvqVPcwKIjWbzaipqYFGo/EaAQqFwqDWSIeGhlBbW4uMjAx0dnYGVzhB5O9Avj1C8uQiyqbZtEZQi5fEzyGKcP5GTkqIR3FxEUZHR+khdqlUCqvVivHxcURFRYH0MyLlOlPsEV7GnzzBXWovNpO481MbVrawvD6HZpPr3vrExARGR0fR39+PxsZGhIeH019QkZGRbiNPVoIlXGqkYnFAt5o81UiZduIDPf703nvvQaFQ0KLuOp0OH3zwAQCgtLSUfl5lZSVSU1M5n2fGU3u1Wo2qqipERESgtLTU6zdXsCJSkiTR2tqK7u5uFBQUIDExEZ2dnUGNfgOX2vv2tfcWkV4r/AYPif5uj3BdYLPaJQtTUlKQlpYGq9WKwcFBdHR0oL6+HlarFbnWbgiC5VHPafyJvdWIa2ofprd35hdwcEf11LUnCAJRUVGIiopCTk4O3akeHR1FbW0tbDabU7RKEQ+V2usPHkTIunVez82lRkqKJQEdxg+E8V0g170PHjzoFHzdd999WLVqFa6//nqkp6fj22+/xTnnnIPHH38cF110EefzzFhESpIk+vr60NTUhNzcXGRnZ/tMYYJBpCaTCTU1NdDpdE7OosF0EgX8J1Ixg669t4hUABseEr2D60TfeDyHQEDQM7XU+05FTqtXr4ZOp4OxjpMXMw0u6vTewT4idb2G5R0kJxIFwHiOlOpUJyUlgSRJTE5OomWwBYODg2hubkZoaChiY2MhEAgQtm8fVIcOMyBSDjVSH1bM00mklMdYICNS1xJheHg44uLiEBcXh2eeeQaXXnopwsPDER0dTQ/qc8GMECkl9qFUKr2LH7sg0ERKWSNHRERg9erVTtFwsInURvj31tNzpAxSe4ELkUZCixfEz+NsYa33k5A2SCQSWuHcZDKht7cXMpkMVqsVUqkUEXEJEPQFLSRlDw41UteIVODHn53LHClBEGg1tuKNoTfw8jkvO4mtWN75O2K++w6mhHj09fU5ia1MAYcaKXmyRurx5wb/iZRNeSLQzSZXOJLlTTfdhIsuughNTU1Yt26dX+eddiLV6XQ4fvw4hEIhSktLWW0xBJJIKWvk7Oxs5ObmTrnJgtnY0ul06GzvRKEfxxD7GMh3/CJwjEgziSG8IX4SeQIGox7kKcEMo9GImpoaCAQCFBYWQigU2lWPCGJWde05RaQuP/erVMGhrn6g/wD+eOKPyI3KBWAXW4mPi4P4jTeg/e47+zVJpFPEVmJjYxEdHU1He0GJSNl27UPmloNodnY2srOz/T7OtBOpUChEQkICcnNzWQ+3i0Qiv8nNnTWyOwQrIqXGu/Kj43w/2QvoGimDOVLLyV3mVYIGvCx+FjGEhtlJbPb3enJyElVVVYiJicGiRYuc/m6EWMLaR90RAW8eeohIvZWNXJtNnImUIECw/Ex/2vkpnqh6AlbSCvFJ1wTSbMbYgw9B/+239PMkoaEoLCykxVZGR0fR1NQEs9mM6OhoxMbGIpSD+IpN5CMineY50jnhIOoG006kMpkM+fn5nF7rb5RoNBpRXV0Nk8nkbI0chHO5giRJdHd3o7W1FQsXLkQ6EQX8yP14p0RLvKf2KpUK5WUVuFq4H/9P9CYkbppKnnDF8kQoFArU1tYiKyvLbR2bEApB+BHBHT9xHJkxmYiLi6NLCH6BQ9c+YKk9y7T+781/xyv1p/RLRYQINr0eo7/5DYxHjzk9lzg5muPoZ0/VFEdHRzE6Ooqxzk4wK5Kdgk0kCmzX3sP4ExMiNZlMsFgsvIxesEGlk2xqLhTUajUqKysRHR2NwsJCnxqmgYxIrVYrGhoaoFQqUVJSYh/FGBrz65i+UnuCIKDX63Hi+DGsUX+OLeJ/sz6HXq1AXdckFi1ahKSkJA/PEkDgR8No+bLlEBvEtJNlY2Mj4uPjERsbiwQbhy8yD5Gnt4g0UKm96465t/O9UPcC3m993+nxcD0J5a23wlRbN/VF4qmfV4IgEBYWhrCwMGRkZEB19BgY5hqnrmUamk1MB/IpB1GeSBkgUN72bIjUlzWyOwTCkhlwdvZ0EoD227PJfm2efO2VSiUmJiawTlyHmDb2JAoAg/19KFx7FT2D5xYE4VdqLxQJkZiYiOTkZBw7dgwpKSkwmUxoaWnB+FAzhzryDEakDMjCYrPg0YpH8b+e/zk9HjNJYttb9TANud+uIcS+Py8EhzKJTeyLSNnWSN3PkTK5XzUaDQiCoFfC5xJmJCLlKu7sSKRMNiUYWyN7OJe/EalKpcKRExVITYzD4sWLnb+VA2B+B0xN7a1WK2pra6FWqxEVFYUwK/elgkUL5kPsjUQBwM9mE/WeGI1GWK1WhIaGIi0tDbm5uUBtD9DJ8oAzWCP11bE3Wo144NgD+HHIuaaTOEbigX9ZEaf2vKJIMPi8c5kjVet0IK1Wj75Q7CNS57E+Np721OhTwISBphFzKrWnnAiZRIqU8InNZuNkz+xvat/b14fHvmhETnIcLi4omGoa57f608nNJodrpKJfgUCA7Oxs9Pf3w2CxgCtlSyVi37pIhMCviFQsFsNqtaKmpgaRkZGIjo6myzcSIYcbyoNoidfUHgHq2nshC41Zg98c+Q2qlFVOj2cOk/i/f1sRrfVxbDepvSu4dO0NNhu0Y2M4dOgQLbQSGxtLByrsd+3dWzEzTe3nooMoMMeIFGDWBBofH0dVVRXt8c5l1ZNram+z2VBV34S/7BtA3RiBexfEuP9gBCi1p+ZIKeXx2NhYLFq0CFqt1i6c2zSIxVxPwkSnkxD4NS40qZlES1MLEhISaJlCm83GqQ4OABarlfVrA5Xae4pIxwxjuPvQ3WhVtzo9Pr+XxO/+Y0UYg6CPSWrPZdc+JjER0dHRiI+Px9jYmJPYSmxsLEI07Kqurqk9vV3H4B6cqw6iwGlGpCRJore3F83NzZg3bx4yMjI4f7txSe3NZjO+/LEcT53QYvBkhGGyeDiG36Il9tTeYiNpjYDc3FxkZGSAJEmEhoZi+fLlENkqgV6OJ2Hi904IQPjRbKqtqUVRfpGT/5ZAIIBAIIBQyP7jqdXpceTHH+nIKjY21mdEGrDxJzfGdwPaAdz5453o1zqvSq1os2ubShmWNQkGESkX9SerUAixUOgktOwotmJSKMGG2txFpN5EURwxVx1EgTlWIwU8C5dQnXGFQoGioiLay5wr2Kb2Go0Gf/+mDK/VW6Ezn/rdTB7mPAMl7Dyp0aK2thZLly5FbGwsrRZERWQEBzKiwTQi5X4G5OXbG4AeLoD18SIjo7Bs2TJacampqQmhoaGwWq2YmJhARETElBt1CpFyjUhd3ut2dTvuPnQ3lAal0+Nr62y45b++tU2djs0kIuXg2WQTCqdE745iKyNhYWBzVE9EygSBXg+dTpwWESlljUwQBOttKTbn8YSRkRE8/b8afNI11Qvec0QaGKsRrd6AlStXIiwsjE5pHYmCFPjxJ2b0ReJf197TQgRXkCAQEhKCjIwMZGZmwmQyYXBwED09PaisrIRQKIRcLkdcXBxiYmIgFosDGJGeeq9tpA23/HALJs1Th+Sv3c+ORAHQAszeECgidYKfA/lcPO3nIuY8kQbEGtkNmNRISZJEU2sbdn/dheMK93TiLSIlQXBOi6k50rDwCI8kCgDwg0jbWpogEOYiLi7OY8pFEoRfA/mBBnGyLEA1rIRCIaKjozEwMIBVq1ZhcnISo6Oj6OzsRH19PaKiomCxOWc4Qg+zuT7P7UAYFpvFLYkCgIjLeKyEAZGydY+QSmHzIRzNtmtf29qKKKkUcrkc0dHRMyrqPJ2YsdSeKygiJUkSXV1daGtr8ygE7Q8EAoGTTawrrFYrvj9ehccOjaNr0vPv4zEiBUASQhAktxVJavzJQsIziQIAwX38KSY6Cl3j42hvb4dUKqVVc2JiYk7dHEHVI2VPaIRACKlUSo/dmM1mDAwM0OIrYWFhiIiIoKXsRkdHYesOUETqSKRe/q5CDqUDQhT4iJQ4+Z543Wxi2bVPy8nBmNmMhoYGepzNarVCr9f7nJwJtKjzdGJORqRmsxnV1dVQqVSnNoWCcB5PNVK9Xo8P95fhhSoTVD6+sD1GpABsAjEEVm5EKnbo2nst5vsRkcbFxiBm3gpYrVaMjY1BqVSisbERJpMJsbGxiIuLQyJp9muzKfA41bCyWCxoaGiA0Wi0N95EIppgLRYLBAIBEhIS7C9x+BUCsSLqGuU6gguRgoF6Oxci9VXDZBuRxqWmIvFkg0+j0aC7uxs6nQ5Hjx71KLZCYS6n9nNu8pXaWTcajVi9enVQSBTw3GwaGxvD03sP47ETRqiMvgnEZPH8HFLAveFEu4j66EhD4IfKP2VVIhQiPj4eCxcuxNq1a7Fy5UpERUVhcHAQlZVV3I8fDJx8L0wmE8rLy2Gz2VBcXIyQkBCIxWJIpVJIJBKIHZThp4w/BWBF1JsPFKfUnlHXniWRnozcg7EiShAEIiIiEBMTg6ioKKxbtw65ubmw2WxoamrCwYMHUVVVhd7eXuh0OpAkGZTU/pNPPkFOTg5EIhGWL1+OxsZGAEBdXR1KSkoQExODXbt2+a3xMCNEyjW1VygUUCgUkMlkKCkpCYi/vCe4q5F2dffg/v+U4+/NJMwMowpP6kyAf40gIeFdj5Q+hx+pPdzsulM3SHZ2NkpKSlBYXOLXHKlXYWeWH25SHAJz0Y20VGNISAgKCwunbMEJBAKIRCJIJBJIJJKpu/YBWBH1FpGybjSB6RwpuxppUIjUzRypUCikxVYWLFiA0tJSlJSUQC6XQ6lU4vDhwygsLMQ333yD/v5+eufeX7S3t2PHjh149NFH0d/fj3nz5mHnzp0wGo3YuHEjioqKUFZWhoaGBr9EnYE5EpGSJIn29nZ6yD46Ojroa2SOqb3NZsPRilrc8VELDgyw+xLwltqTAu6zpKdESzwf32KxoKOrh/M5mMyRiiWSWfEhIkPkMF79IVTxJThx4gTi4+NRUFDg83NCEETANpssIOnPjKcaqdDHF59HBKFrH3AilUimyAi669pTYisZGRlYsWIF1q1bh/vvvx82mw3ffvstYmNjcf7556Ozk+1+sDMaGxvx6KOP4qqrrkJiYiJuvvlmVFZW4osvvoBarcbTTz+N3Nxc7N69G2+88YZf55r1NVKLxYKamhpMTk7irLPOwvDw8LRYMlMRqclkwpc/luOJ4zqM6Nkfx2uzyY+I1JtoCXBqXTTBn+EkhnOkMz0+bYvKgPHK96Ako1FdVoacnBynAX9vcJeCc41INTo9fjy5DGAOcx8dcqqPgllqzzoi9dFsIs1mhiNwJ4/nQYvU15eZVCrFVVddhX/961/YvHkzLr74YnzxxRf2+rUf2LBhg9O/m5ubkZ+fj+rqaqxatYoWR1m6dCkaGhr8OtesTu01Gg2OHDkCq9WK1atXIzIyMiDizkxANbUOHz6M9kkCI3pukYT3iJR7jdSbZ5NarcaxY8cQFRWFvPz5nM/BiEj9GOECgOHhYRhZpo+OsCUWwHDt5xgwhqKqqgoLFy5krPAFuC8tcI1IY+LisHz5coSFhWFgyL0DgZDjR5dJag+WoiUUkXoiOrYd+0CIOoeHhyMvLw+33357QBtPJpMJTz31FG666SZMTEw4qeIThN2bbHx8nPPxZ0NW5hbDw8M4cuQIEhISUFxcTHtOT4e3PWBXbtLpdEhPT0d+dibn4wSv2XRqRdQRw8PDKC8vR1ZWFhYuXAjCnw0qJnqgfo4/DQ0N4eDBgzh27Bja29sxMTHBuPBvzTob+m170KXQorGxEcuXL0dycjKr87uNSDkSKSkUQCaT2T8zC9yLl3OpjwJM1Z9YRqQyqdeIcbodRIM5R/rQQw8hLCwMO3fuhEgkmtJfkclk0Ok8q2/5wqxL7V2tkV0FhYNNpCRJoq2tDV1dXRCLxcjNzUVn4wjn43mNSP3Yt3cVLaHmajs7O7FkyZJTaZE/m03TIFpSsLQAiZJEjI6OQqFQoLu7m54SyJyYgKe9J8uiy2C8+Bm0tHdiaGgIxcXFiIyMZH1+d572XFN7wUnbDpIkYba4JzUuHXsAAJOBfLabTT4j0ukTdQ6GgyiFffv24cUXX8TRo0chFoshl8tRV+csnj05OUkHa1wwqwbyPVkjOyKYRErVYzUaDQoKCuhRCYmIe8wVrBqpmLBCSBC447xsWnd1dHR0KqH4cQ6CQbNJPcHeJ8gVUqkUKSkpSElJgc1mg0qlgkKhwPDQkFsiNa+8BcZ1v0ddfT0mJiZQUlLCWQzYLZFy/GIQSMT0MgAhdP8Z51wj9TGQT9psAMv7gpDYozLPEal/EnoAu137QHvaA0BnZye2b9+OF198EYsWLQIAlJSU4LXXXnN6jtFo9EufY9ZEpJOTk6ioqEB4ePgUa2RHBItIdTodKioqIJVKsWrVKlpoGABkYu4jRN7Gn/wRLpESVry0vQBnZUSgoqICFosFK1eunKIzQPo1R+r9rh8aGkJHfX1A60MCgYDWxRSa8oE2h8sBgZbs66FNuhLjx4+DIAisXLnSr0gikBEpJVoiEAhgI9wfhHON1EdEymXPnopyPTab5nhqr9frsWHDBmzevBlbt26lx6rWrVuHiYkJvPXWW9ixYwd2796N888/n5PcJoVZQaSDg4Ooq6vzaI3sCE/qT/6AcvZMSUmhNTEtFgs9yiINUkRqIbn/4ebHy5CWLMOJEycQFhaGFStWuP8gBCG1dywjrFi0GIKDwd9sIoVS6C95FkRkMQZbW+kbtKmpifZ44kKo7uqxgVgR9TSQz7VG2jc0jJjRUbcbQQBYD+MDAHxGpGxnSLkTKZXaB5JIv/76azQ0NKChoWFKBPr6669j+/bt2LVrFwQCAQ4cOODXuWaUSG02G1paWtDX14dly5YxGncIZETq6uzpuK9P1bpIkvSLSD15KnV3dyPCZEE0x+OKSBOOHz+OtLQ05OXlBWVF1F2zibKzHhkZQXFxMaIITRBFS07Wf6WRMG59C9rYZeisqKC3rDQaDZRKJbq7u1FfX4/IyEjEx8cjLi4O4eHh3MefAmA14mkgn2uNlBQJ0dzcDJPJhJiYGFprldpf5xKRkidHqjy9T/6q4wPMa6QGgwFWqzWgRLp582aPjcusrCy0t7ejvLwcq1atYmVD5A4zViM1mUyoqqpiZI3siEARqc1mQ319vbOzpwOob2mr1epfROqS2lP1zOHhYawKjwJU3I5r0Gowb948pKamen+iP5tNLhGpxWJBbW0t9Ho9Vq5cab+JJ3VBnSO1hSfBeOV7GBcno+rECdrPiSAIREVFISoqCrm5uTAYDFAqlVAqlejs7IRYLKZFVuRyucebOZCpPZPNJq410rSsLOQsWgSDwYDR0VGMjIygtbUVISEhdiEZLlmaWOxVpyFQqT2TGqlWa1dCn07RkqSkJKxfvz4gx5oRIqXmM5laIzuC2jjypXruDR6dPV3OA9iJT+pG+ZwpHFN76svDbDZj1apVEP/3Pc7HDZGKfZMoELDUnvLAEovFKCkpOeXp46/6k5cZVDI6C8ZrP8OIUYraigrk5eUhIyPD7XNlMhnS0tKQlpYGq9WK8fFxKJVKNDc3040EilgdVYhsblypAhGRekrtudZIyZPz02KxGCkpKUhNTYXVaoVKpcLo6ChaGxvBVv+MlEgCuh4qkLl3EGXq1yQQCFh7q80WzAiRisViLFu2DNHR0azJ0NFJlA0BU1CpVKisrPTp50R9wOxEyp0qLDYSNhsJnU5LN9OWL18OgUAAcQj3b18hYQOjqUG/mk32u16j0aCyshIxMTFYtGiR883npx2zN9jSV6Gvrw/NzTVYsmQJEhMTGb1OKBTSpEmJYSiVSgwPD6O5uRlhYWGIi4tDfHw8rOLAbTYRIt8RKdcaqSQ0FAIH9Sqqfk+l+WZCAKWPY0y9GHHQPe2ZEik1+jQXbUaAGayRyuVyToorFHlyIdL+/n40NDQw8rd3dCyVMlHe8YLBEQUa62qQnp6OvLy8UxG1yA/fJivD4Ws/I9KxsTFUV1cjIyMDOTk5U98zggiKjB5Jkujs7ER3dzdWrFjBeTSFIAiEh4cjPDwcWVlZMJvNGB0dhVKpRFVVFcasY1NeE4jU3mOzieOuvVAmg+hkFkB9fqwnjf6sViusLEeVAICUiL2SnL9zpI7i2r4wl/2agBkkUq6+TdQbzaZO6tjUWr58OWN7C0pKT+ZHRAoAZZXVKF66CImJiXQkQRCEf3YjXtSFHOHPrOqk2h69L1y4ECkpKe6fRAj8aja5+wyQJInGxkYolUoUFxcHdLZQLBYjKSkJSUlJ9vMMNgKHnJ8TzGYT1xqpo2gJFUU6lp+49A1UWh3dUA2Mp/1UImXqaT+XHUSBWTL+xAbUXizTD47ZbEZVVRUMBgOrphZwqrElFgogFBBu99qZYPGSpUhMjJ2qZO/HHKnFqENdXR09+uMxOvcjtR9VjGD5Jcu9dzQDLFpitVpRW1sLnU7ndi42kCAIAuERU8sr3MefHIjUk/pTgK2eATuxClk63gKAiSRhMBhw6NAhegpALpfTnyXWXfsQ9572TJtNfEQ6zWAqXKLRaFBRUYGwsDCsXr2adSnAUdxZKhJAZ+LWKZCEevBU8mdFlLBvBLW3t6O2thZyuRzx8fGIj493Jh8/ItKU5CQIfI6FEAEbyDebzbSJoWNDK5gIpPqTk7CzB50CruNPhI8ZWS7jTzFJiTBERiI3N3eKj1VsbCxCNey21tw5iAKnv6c9MEeJlElEOjIygpqaGmRkZCA/P5/TN52juLPEDyI1mt17e/uza0+QFuTn5yM/P39KMyU8PJyep4yUcf8TSyUi3w0tPyNSqmtPOcGGhoaioKDAry0TVud3O5DPMSQVBTEi9fWlwsHTXmc2QygUOvlYGY1GjI6OYnR0FJM9vazmnAPhaT9XMaM1Uq7wRqQkSaKjowMdHR1YsmQJazUg1/MEYrvJavPw+/pBpI410rCwMISFhSEzMxNmsxlKpZIWABELSFzE+RwM1Z/8tGmYnJxEZWUlraA+nendmCpwzSaNXocwiwUikSjgA/m+hJ1JM/uIVKXTYV5ODr18YrFYIBQKkZiYiOTkZKhiY8FGgteVSM8UB1HgNItIqfqaSqXCWWed5VMNSG+yIkTi+Q/tmNr703Aye6qt+lEjJTzcqGKxGMnJyUhOTobNZsP4qBI4zvEkTAjSz/EnlUqFrvYuZGZmIjs7e1pJdHh4GI1NjVMe51ojVY6r0HjgAGJiYqA0ux9GihfHABhld2CRyOf7QhrZE+n8ggLEnJyGoBpWVKfdarWyFi1xnSNlI1gSLOWn6cKs1SP1BndEqtfrcezYMdoUzxeJ1vZP4NfvVXl9jmNqH5R9ez/0SAH47NwLBALExieA5Ep1DNSf/K2RNjY1Ij8/3/1olZ+oVlZ7/FlfXx/q6+uRm5c75WdcI9Kc/DysWbMG8fHxmNBOTP15ZA5+kXcN6+P6qo8C3CLSsOgY+v8LBAKIxWLax0oikbDe32/r60V/fz/tYMFGsESj0fARKRf4m9o7CpeMjY2hqqoKCQkJUwfG3eDz2iH8/uMGyMO8E5ljai/xZ7vJgwIUKfLTvM9qZtZMEggZj0s5gWFq7w/9zZ8330njIFB4pe4V1I3W4YVzXpjyM0pwZfny5RjE4JSf+yNaEhISgoyMDCRqEgGHqkG6KB3XCK/BcGcta30FZqLO7ImUkLn//FH3D8HymGFyOYaGhtDS0oKwsDDIZDI6wvV1T2q1WsTExHh9zmzGnE/te3t70dTUhPnz53tcH6Rgs5F45rt2vPpjFwBA78MK1Cm1Fwc2IiVJEsOKMXi/Yh9gSo4CESci1Wo1IMxm791zP4k00DePjbTh8YrHsbdjL1YmrHT6GSUaPjg4iKKiIkRGRqJ/tH/KMQK9IroibgWeKH0CXS1dMBlOsD9uENTxAd+Rro3lQH5SZiYy0tJgsVgwPj6Ovr4+GAwG2seKGrFyp9Kl1+uRnp7O6nyzCXOWSC0WCxoaGuibwtfmi8ZowX176rC/+VTtymj2HnE5ErZ/wiXOd6bVakV9fT1kExo/iZThzcNRuGRSrULl998jOjqaHq2aIqAcgGZToGC2mfHgsQexr2+f/QEHhqfEYsbGxlBcXEzX4wIrWjJ1IH9V4io8WvooOls6oVKpsDA1FVq2x2VEpOx9rwgfduasB/KlMjpTlMvlMJlMEAgEyM3NhVKpRF9fHxobGxEREYG4uDjExsYiIiICBEFAo9FwFudmgrq6OuzYsQNtbW3YuXMnHn/88YCWkmasRurvLzEwMIDx8XGsXr3aJ4n2jumw7fUTTiQKAAYvWqGAc0Tql0q+Q2pvNBpRXl4Og8GAvPmLOR8TAGBlEZFyQFJiAtasWYOEhATaf/zw4cNobW2FSqWyjw4RgZsj9QdasxZ3H7z7FIkCoORUqCakWq1GSUmJU1MjkAr5Trv2pAXnpp6Lx0sfR3tTO8bHx1FSUgKRgP3nnlGNlEtEGmAilURGQCy2r52SJAm1Wg2RSASZTIaMjAwUFRVh7dq1SEtLg1arRVVVFfbt24ef/exnaGlpCZrFejB87F0x5yLSiYkJDA0NQSwW46yzzvI5ZH+0cwx3flALlW7qB40k7Wm3J5J0bDb507WnUntK/CM6OhqLFi2CqPt7zscEAMJmZrblznW7ibTSNb+MjAxYLBbaW6mqqgoAGK/bejxFAPb0x43juOvgXWgab3J6nCAIWCwWVFVVwWazuR3yD+RAvuMc6bqUdVgcsxgNdQ3Q6XQoLi6GVCqFgYPcnd5kQktLC+Li4hAdHe2ecDg0mwJNpMLQUBAnR6k6OzuhVqtpgR5qvAoA4uLikJCQAJIk0dfXh/j4eHz77bf47W9/i08//RSXXnop7rjjjoBFqI4+9qGhodi9ezduvfVW7NixIyDHB+YYkQ4NDaG2thbR0dEQi8U+SfTd473Y/UXLFKdNR+jNVo9ESqX2FosFGrWK0zWvy5Pjp/PjoFQqUVtb6yz+4c8cKcC47mkjhOBCpYTL2qFIJEJiYiKtGaBWq6FQKGY0Ih3UDuKOH+5Aj6Zn6g9JoKysDBKJBMuXL3f7eQmkQr7jZlNBTAGqq6thNptRXFx8SnaQA5FKwsIwaTajtrYWNpsNsbGxU1wBWEekIqHT9boDq/EniYQm0ba2NgwPD6O4uJgmQ3fjVQCQkpKCp556CidOnMBtt90GgiCwf//+KS6f/iAYPvaumBNde0dnz6VLl0Kv12NsbOogNQWz1YaH/9eMf5VNbSS4wmC2IcqDBKJAIIBer8fRo0fBJSC9ZmUqfndhPgb6+9DS0oJFixY5Lwj4S6QMFKAUCgUSzFZwU3n0HJoJBALExMQgJiYGxKGZ2Y/uUHfgjh/ugMKgcPvzCdUEQrNCsWTJEo9pYzAU8i0WC613W1RU5ETgpJl9Ci4JDcXixYtBkiQmJiboZQtHV4CQk35EjK9V4puo2Ozai5KTQZIk2tvbMTAw4ESigP3z4ihNSalXkSQJpVKJ1tZWGAwG3HnnnfjVr37F6nfxBW8+9oFqds76iNTR2XPVqlWIiIhAb2+vx82mcZ0Jd/y7Fse7xhkd32jx3HAyGo0YGRlBamoqUpMEQI9vYgYAIUHg/ovzsK0oBS0tzRgaGkJRUdEUFf5gR6S9vb1obW3FRVIZmImXuh6f2RpOsISdvaFGWYN7f7wXE+ap85oUJBIJCgoKvH5pB1oh32w2o6KigtbcnTJHyVHJHoCTK0BeXp6TK4B2aBBsNLJ8pfUAcxk9YVIiEv76PNrb29Hf3+/UzHMHR/Wq8fFxXHnllSgpKcHVV1/N7OJZwpuP/RlBpK7OnlQa42mzqXlYg1ver0bfOPPFNoOHEaj+/n709/cjLCwMCxYsgLSvze3zXBEuFeLpyxdjVVYUrTp11llnuVX+Jv3YbALgkUipMZ+BgQEUFhZC2MYxTWI0kI+gWo24w6HBQ/j9kd/DYPUeMUVGRPrMfNwp5HPdhzfbbKgqK6P1AtxFwVxSe0/jT46uAMMxMWCzh0RIGTSwGNRIhQkJSPzb39BjNKK/vx9FRUWMN5TUajU2b96M1NRUfPTRRwFN5x0RDB97V8zarr1SqcSRI0cQGxuLoqIip1/anfrTt00j2Pb6CVYkCgAGlxEokiTR0tKCxsZGpKen0z7lEqHvtyo1WoZ3dxShKDUUJ07Y5wVLSko82yf4GZG6WxO1Wq2oqanByMjIKS8qzs0mZtGiP5OkdXV16OzshEajYaRP+2X3l9h1aJdPEgWYlY8C2bVvbmtHRESERxIFwCki9TVHarPZMKFkt3ZKSL3LE5Imk8+/vzA+Homvvopesxm9vb0oKipivJ00OTmJyy67DHK5HHv27AkaiQL2e/DIkSP0vwPhY++KWReRenP2pOAakb78fSee29/O9L53guMIlGMZ4ayzzoJWq0Vvby/Kyspg0HonveVpkfjr1QUQWfQ4fty+ZUVZO3uE36m9c75OeUIBcPZ75yqlxzC1R9x8wOCm2cPkpXFxUKlU6OjogFQqpedV3XWn/9X6Lzxb9SzjcoCA8P3l57bZxDEijYyJxrzFi70SOGnmQKReIier1Yrq6mqEs9xCMtpsGBoaQmxsrNuFC1/RqDAuDomv/g19Vgt6enpYkahWq8WVV14JmUyGvXv3BlVzFgDOPvvsgPvYu2JGidRVJd+XsycFRyJ95YdOPLuvnfM1UBGpXq+na1tnnXUWhEIhZDIZ1q5dC6VSCUtvn8djrF+SiL9sWoAx5QiqT1qZpKen+46I/E3tHZpNVBkkIiICS5Yscf6QcCVShqm9LWkF0MWNSBMTE5EfnQ+r1UqPVlHdacpXKTY2Fq83vY63m95mdWwmtnyBbDZlMtAL4JLaw4PVjdVqRVVVFaxWKyJkMrChUkIqQWdnJ+rq6hAVFUXLLlLiyjYvjSZhXCwSX/0b+k8GPUVFRYxdDPR6Pa666iqQJIlPP/10WoRKRCJRwH3sp5wjoEfzA0ycPSk4Eqm7+VA2MFpsUKlUqKioQEJCAhYsWAAA9H4wVYfKGSaA+pYpr796UThuPTsBvd12f6GCggLGs5X+6JHaL9J+U6pUKlRVVSElJcWt9irJObX3HZpRHkhcQUWXQqEQCQkJ9Hwh1Z3u7OzEZ5Wf4W3N2+wPzqDiEMjUXsBEiJpTaj/1c2K1WlFZWQmSJFFYWAgly+OGREVj9erV0Ov1dMOqvb0dUqnUbmHtIcIVxMYi8ZW/oR92zQI2JGowGLB9+3bo9Xp89dVXAbWQ8YVNmzYF1MfeFbOCSNVqNSoqKnw6e1KgiJQkSa8yeEwwMDKKE319yM/PR1paGh0huwrSylxES6QiAX73kzQsjTKhurqanu+j5k4ZqfEHILUfHh5GfX098vPzPe8qc45IvRMp9eXHJIVmA9futLXXChxlfxwmEWmwfO09IRDNJmq8iiAIezNRKGQtWkKVC0JCQpCeno709HRYrVaMjY1BqVSio7EJrkq+ArkciX97BQNCATo7OliRqNFoxM9//nOMjY3hm2++QVRUFKvrDQQC6WPvihlP7fv6+hg7e1KgVtBIkkSI2D8i7ertxyUXLnNyNXVX13Qc2o8NE+OvVxVgUWIIqqurERYWhry8PKhUKjpdksvlSEhIQHx8vOdCup8yeoqhAdQbCCxZsgQJCQmen8gxIiW81Ei1Wru9tFwuR7wkHvA8heQ3pAxmHt2BCcEHdEU0WEQqOfU5sVgsqKiogFAoxPLly+mggzWRulF+EgqFdI3aYLVi2OFnlrAwjN9yMxQqFVQqFQoLC31KVVIwm824/vrr0d/fj++++25Oqzx5wowRKeUU2dvby8rZE3D2tg/1MyJNSc+kI0lvtgiUaEl+Qhhe2rYU0WIrjh8/7lSTjIuLQ15eHnQ6HRQKBQYHB9HU1EQPTSckJDjXhPyU0VMMD6LoJ5t8f7sTXP/M7kMzqpSQlpaG3NxcfFH1BcfjMwPXWVPOXfsArIh6BIeBfCoi9Tajyj4i9fHZcxCKFkRHI+mFv0J/skElEAhQXV2NuLg4WnzEUwZmsViwc+dOtLe3Y9++fQFPqWcLZnSzKTQ0lLWzJ+BMpP7I2wH29Ukm3jIykQDr8uR46vLFMGrUOF5Zg7S0NOTl5U15XWhoKDIzM5GZmQmTyQSFQoGRkRF0dHRAJpPRkWpUVBRIQgiCYVPHFfk5WRAySZEC2LWnmkGOpQT/NPKDh1HlKDo6OhAfH4/w8HC3f1+3c6ScI1Lf7zOnZpNIDLPZjPLyckilUixbtmxK1sR2Y8r3nr292SSIjkLiK69gOEQGRVsbiouLERkZCZVKRddVa2trERMTQxMrdT9brVbcfPPNqKurw/79+71nTXMcM5raZ2VlcfLjJggCAoEAFovF74hUb7IwMuhakhqBl7YtxeBAP5qbm717vTtAIpHYN6NSU51EPyorKyEQCHAhIYKQI5FKRAIwemWA5kj7+uyrrosXL0ZiYuKpwwe4RjrlMjhGpOFh4ZicnERXVxfEYjGdtsbExJxaV3SJSAl/JAE9dNedwIFIbUIhysvLIZPJsHTpUveD/mwjUh8D+aTRCEFUFBJffhkjoSFobWlBYWEhPUkjl8shl8sxb9486HQ6umHV2tqK48ePo6OjAyMjI+jq6sL333+PpKQkVtc31zArmk1cQDWc/K2RGi0koxQwQiqit4VWrFjBaZjXVfRDpVKBLBcBNvZakgDYCTtzwUmCpwwFe3p6sGLFiik1Ln+IlMkQvomDHxEAhIWGYdmyZbBarRgfH4dCoUB9fT0sFgst/GFyUU3inNYjeDXSgZFhhISEeB30D3RqT0ilSHz5JSjCw9HS3IwVK1Z4HEcMDQ11UggzmUx477330NPTg5CQENx55534+c9/js2bN7O6xrmEOU+kMn+J1IMNiCMoPUutVjtFz5IrBAIB5HI5hJIQwMJa6vfkhTFL57iOP1kz18Fms6GpqYme7Z1uXx2NRoOm5ibfT3QDiuCp+nVcXBwWLFiAyclJKBQK9PT0oHm02fk1/qj6BYlIJWFhyPe2LQUuEal3Ig0pLcXAwACam5rcfnl6AjWjabFY0NzcDLVajf/+97/o7e1ldX1zDXOeSEP93Jc1+rAbMRgMqKqqgkgkwsqVK73bbnAAKZRwrjB6chKdApYRKUkIYP7pwzAu+wVqa2qg0+mwcuVKj7O9wUrt1Wo1Kisr7Q0KFfvXu8s0CIJAZGQkIiMjkZubi87GTsBhDduviDRIzabk9HTvJEqSrI/rK7UfGBhAU1MTli9fzphEbTYbHnjgAezduxf79+9Hbq7dWLCwsJDVtc1FzPj4E1cEKrX35ts0MTGBqqoqxMbGYuHChcFR8PZju4lkGJGy6dqTIhlM6/8KQ85FqCwvB0EQbgWRHcFkXtPj+TzUP0dHR1FdXY28vDzIJDKAw/Iak+sSuOgjrowpBnCM/cmA4M2R+goWuEwCeIlIqWmTZcuWMS5hkSSJhx9+GO+//z7279+PefPmsb6muYzZ4BLBCTSR+tls8iSjNzIygrKyMmRkZDByJuUMP4byO9ta0NDQAIVC4b1pxzC1J6VRMF75PjQZP8WJEycglUpRWFjoMwoPtI3y8PAwqqqqsHDhQmRkZEzb+NOF6Rfi4VV/5nQuIIhzpD7ef04Ooh5qpIODg2hsbMSyZcsYjyqRJInHHnsMb7zxBr755hssXLiQ9fXMdczZ1J5SgAr1c/zJVUaPEk3p6OjwPegeCPhBpMmJcegQCtHU1ASz2YzY2FgkJCQgLi7OmfwYEKktIgXGK9/DhDQFlSdOID4+HgsWLGBERv6MP7mSJDUZsHTpUr9tTJhcF0Wkm7M34zcrfoOGI0fBdeeGidsnpxVRHxEpJyJ1k9oPDQ2hsbERS5cuZUWizz77LF544QV8++23KCgoYH0tpwPO+NTe6KD+RDVWFAoFioqKpmWNjfRjuylEKsb8+fMxb948aDQajIyM0MrpMTEx9BKAxEdqb4tbAOOV72LULEN1WRkyMzORnZ3N+O8TiIiUJEl0dXWhq6trSnODSWffHZhuNv1s3s9w25LbUF1dDYtWy4lISYEACoXC3kD0EplyUcgnREGISF1Se2rVeNmyZYiLi2N0DJIk8eKLL+LJJ5/EV199dUbUQj1hzkakgSJS28mb1Gw2o6amBmazGWeddVbQpb1oiLhHpMRJGT2CIBAREYGIiAjk5uZCr9fTSwAtLS0oUiqR6uEY1rRVMF72NobVBtTVVWLBggVITfX0bPfwt9nk6DdfXFwcMDELJgR/YcaFiJXE0gIgS5cscVqNZAyhEM3NzTAajfRoVVxc3JT1YE4D+RJfROpfjXRkZAR1dXVYunQpKxJ97bXX8Je//AVffPEFVq5cyfoaTifMeSI1m00QCwAfzXe3yE8Iw6NbFkGn06GyshKhoaEoLi5mJjgSKAj8mDrwsAvv6PxpMpmA/30GDE59nmXeBpg2vICegWG0tbVxTqf9aTbZbDY0NDRgbGwMJSUlbp0judZImVyXXCynd9dXrFgBcmSE27nEYqxZswZarRYKhQL9/f1obGyk14Pj4uLso2PBqJFycBAVnCTSkZER1NbWslMtI0m88847ePDBB/H555+jtLSU9flPN8zp1F6v1+PIkSOQiQiYTexutnV5cjx9+WKYdJM4frwaycnJmDdvXsAbJ75gsNjAeSqVQddeIpFAHDFVXKIr4UI0RG2H9EQF9Ho9q1nBKfDjLWttbUUimYiSkpKAZwG+/pYmkwnl5eX0sLtQKITZxm3+iRAKQRAEwsPDER4ejuzsbBiNRiiVSigUCnR0dEAikSDdbGb9drmT0XMEyXJhgZDJIEpLo9d9CwoKGPcCSJLEu+++i9/+9rf45JNPcPbZZ7M69+mKORuRGgwGDA8PIzc3F+Ehg5g0Md8Ootw9h4fsHcr58+e7VeIPJqhtoXidkTuRcpgjJUHAfPb9iC25BZHV1VCpVBCJRKioqKCFlOPj41nNy/oTkVrMFhSvKvZ6Ps4RqZeSg8FgQHl5OSIjI7F48eJTUxkMFjTcwk0WI5VK6fVgSqJOx2UlOoARKSGTIuG5Z6EKC0NNTQ2rhipJkvjPf/6De+65Bx9++CF+8pOfMD7v6Y45R6QkSaKzsxNDQ0OIjIxEdnY2ZCJm6ZiQIPD7i/OxrTgF7e3ttPLUdCvS2Gw2NDY2YmxsDPmxCZyGze0HYlgbO0mkpEAM0yVPwTh/K2qqq2EymbBmzRpIJBJotVqMjIygp6cHDQ0NiI6OpsVVPHpOUYf3o0Y6f8H8gC85UPDUtdfpdCgvL6fng50iV6b2Kq7nYqChGxcdDU4+Ar52+Bk2mwiZFPHPPAtNdjZqqqunaCb4wscff4xbb70V//73v3HxxRczft2ZgDmV2jtakWRmZmJycvLkLKnvGzlCKsJTly/C6uxo1NbWYmJiYkZWHh2bWiUlJRB9+y/OxyKsTCNSIUhxGIxbXoMhdQ0qy8shEomc6sFUSpqTk0M3qxQKBVpaWhAeHk5PAHhSUeIKRr45XNWY3FynRqNBRUUFEhMT3ZZySI6pPUTBmSEFmIw/+f5CJaRSxD/9NHR5uTSJshES+fzzz/GrX/0K//znP7FhwwbGrztTMGciUpPJhMrKSlitVqxatQparRbd3d04fvw4BFbvd1patAwvbV+K9EgRysrKIBAInM3hpgmUorxUKj1FYkI/NEkZRqRkeDIM2/dAG5mPiuPHERUV5ZzOusCxWWU2m6FUKunRKrFYTEeqlEFdsNWfuMK15DAxMYGKigpaR9XtFwKH1Btgth6q5mjJ0trZibjwcI+6n6SvspZEgvinnoQuPx/V1dVYuHAhKxL96quvcMMNN+DNN9/E1q1b2V7+GYEZJ1JXAzx3mJycREVFBaKiorBkyRIAQGRkJM4++2yMjo5CVO15f3DFSXdPsc2I48ePIyYmJribSh4wMTGByspKetCdOr9f3vYMa6SWFdfZz3/iBJKSklg11cRiMZKTk5GcnEzX+agmBUmSiI+Ph86g4/wrMKl/BmKzSaVSobKyEtnZ2cjKyvL8Iq4RqQ8t0vHxcVRXViKbw6HFoaG07qdcLqfr2FRzzmtEKpEg4aknoV+wANVVVViwYAGSk11NRDxj3759+PnPf45XXnkFV111FYerPzMw40TqCwqFAtXV1cjMzEROTg5IkqSN6YRCIZKTk5EQOwqMKKa89uzMEPxpfRYsWhWq6uqQlZXFatA8UFAqlaipqaFvYqfz+0WkzCJSam89JyfHO4n4gKMVBUmSUKvVGBkZgbJXyfmYwQQVKY+NjaGqqsq7r9VJkBybTd4iUvr8GRkePAe8I3fePMyLi6NHq4aHh9Hc3EyXXCIn1O5fKBYj/onHoV+4EFUnSZSJhi6FH374Adu3b8fzzz+Pa665Ztrvm7mEWUukjv72VFHcdjJacBVidh3KJwDcsDIBF6cD9TXVsFqtkMvldkV6kpn+aKDQ19eH5uZmzzUpf+ZIGYw/DQ4OoqGhAYsWLWIVifgCQRCIjo5GdHQ0sslsoIbbcZhsLXGJSJNDk3Fp5qV09MyYRDg2mzwJllBfYgsWLEACCPRzOfbJElRYWBjCwsKQlZUFk8lEi4SPtbZhSt/9JIkalyxBVWUl5s+fz4pEjxw5gquuugpPPPEEduzYwZOoD8w4kbpL7akhbYVCQTeEHEnUFY7NJqlIgN2bF+CihfFobm6GQCCgfZTq6+thtVrpxklsbCyzZgcHkCSJtrY29PX1obCw0POMpl+bTZ5Te+qLqLOzM+iTCbOtRpoZkYm/nv1XkBMkaurtIz6Mu9NcI1I3nyMqE1m4cCGSk5Nh7uGmyelu/EkikdAlF3VdvdPgBykUQnvzTTAlJ6OnogLz589nta124sQJXH755fjLX/6CX//61zNGoiqVCs3NzZg3b96sN8ybcSJ1hWtTSSwW06m8pz8oZZUcGybBC1cvwaLEUFRVVcFgMOCss86ix3fmz5+PiYkJenXSaDQiLi6Obp4EaqOJmi5Qq9VYuXKlVyFo0q/NJvdESpIkWlpaMDQ0hKKiIsZuj1wRdKsRFrv2+VH5eP7s56Ef1aO5uZnV7jgAkFwjUpfPDhUJL1q06FQmwrVr72s8zOKQmYhEiPjjQ9BlZaGrqwuAXVvUbDYjPj4eYWFhXomxsrISW7ZswQMPPIDbbrttxkj0P//5D2688Uakp6ejo6MDb7/9Nq688soZuRYmmFVESo2mUM6cVLTqy1MpRCLEvIQwvLR9KWIkJE6cOAGZTIaVK1c6kaOrXzol9NHV1YX6+npaPSk+Pp5zR99sNqOqqgo2mw0lJSWerZgpBLjZZLPZUFdXh8nJSY8rl4GGP0Ta3tGOBGtgsoPF8sV4dt2zUA2p0NbWhuXLl7O3hPFjs4kCtXbpGglzGn8SCHxPBFDNJpEQ8Y88AnNxEYYrKuzlhIQEepSto6MDUqmUrnNTUxcUamtrsWnTJuzatQv33HPPjJGoWq3GLbfcgh9++AFLly7F22+/jV27dvFE6g3UH4tqKmVkZCA3N9epqeTrD7omJwY3rE6HWa/B8ePV9Iygt868q9CH6440NZCekJDAeHVRr9fTO/vUyqFP+CGj59psMpvNqK6214RLSkqmfbyLCyRiCVpbW+mONNcvsqL4Ijy59kkM9w6jq6uLs3oXyXH8iZojHR4eRl1dndu1S9LC3YrZG0izCRAJEbd7N8zFRaioqEBubi7dWEtLS0NaWtqUqQvq/mppacGiRYvws5/9DLfffjvuv//+Ga2JTkxM4Nlnn8XSpUsB2BX2RzmOjk0XZpxIqVoe9cdMSkry2FTyhMKMaAwNDaGhoQF5eXnIyMhgfR2OhXyDwYCRkRG6BBAZGUmTqqcIT61Wo6qqComJiZg/fz7zD6I/ROowkE/NqMpkMqxYsSJotV938CciTUtPQ0FsAb1ZRX2RRUVF0aTqC6VJpXhk9SPo7exFf3+/fwpSXCNSkYj+DHoUfzFziEgZOJOSFiviHn4Y1pUrUVFejpycHLf3gOvUxcTEBA4cOICnnnoKvb29yMzMRHR0NDo7O5GTk8P+WgOE9PR0XHPNNQDswcEzzzwz6+dXZ5xIW1tb0d3dTX/4vTWV3MHR4ZKNgo03yGQyJ/UkilTb2toQFhaGhIQEJCYm0vUmSoYsNzcXmZmZrM7l1xzpSRLWarWoqKiAXC4PniWKF9i47qc7ICwsDNnZ2cjOzobBYKDT0dbWVrQLPM8J/zTtp/jTyj+hvbUdIyMj/psTcvxdjBYL2k6SqKeaLCd1fB9apAAQ+fNroRUIUF5ejuzsbEafQarMtWTJElitVtxwww1YtmwZPvvsMzz22GPo6+ub1i9jd6iursZPfvITSCQSNDY2zui1+MKMEynVeZRKpbBarYyjUMDu7tnQ0ACVShVQHUtHSCQSOjVy3PLp6uqCTCaDTCaDSqVivXJHg2NEaotfBNPGl6FSqVBVVeV9WyeIMJlM6OXYjfYEmUyG9PR0pKenw2w2Y7J5EnCT2a3PXI/fF/8ezY3NGB8fR0lJiU9dAF8gma7dukCj1/u05wiKXxMAnVCIipMkymZOuKurCxs2bMDWrVvx/PPPQyAQ4I477oDJZJpxEgWApUuX4uuvv8bdd9+NnTt34sMPP5zpS/KIGSdSkiQhkUhYk6jJZEJVVRUAYOXKlb6bOgGA45aPxWJBbW0tRkdH6TqTSqVCQkICYmJigpraWzPWwLj1TSgmjKitrWA0aB4M6PV6VFRUBPW9F4vFbv3U14SswVrNWhw5dAQkSaKoqMhvEgXAObWPipH7HjELQo10cnIS5eXlyMzMZEWifX19WL9+PS6++GKaRCnMlto6QRAoKirCO++8g9zcXKhUKrefhdmAGSVSkiRRUFCA1NRUbNmyBVu2bEFmZqZPEtJoNKiqqqIl0Kb729NqtaK+vh46nQ6lpaWQyWQYGxuju7UkSdI1Vblc7j3VZpnaWxZshmn98+gbtNdv2Sr4BArUhEVCQgLSJenAELfjcLERuX7B9bhx4Y2oqLBrqYpEIhw9etRpfZIzuXNM7SUMSJxT194LkWo0GpSXlyMjIwPZ2cyXTwcHB7F+/Xqcd955eOmll6a9FOQL33//PT7//HM88cQTAOzEThDErLtOR8y4+lN5eTk++ugj7NmzBw899BAKCgqwefNmbNmyBXl5eVNIdXR0FDU1NUhPT5+xVLaqqoq2Kaa+vePi4hAXFweSJKFSqTAyMoLGxkZYLBZ6VjUuLm4K6ZMsREvMRTfCdN4f0dHZiZ6eHv/EmP0A5Tefnp6OnJwctHW3BfV8jptNtxTcgmvyrkF1dTUAoLS0FGKxmJ66oPzYo6KiaFJlUzPlOkfKRLQkkA6iGo0GZWVl9N+AKYaHh7FhwwacddZZeO2112ZFCu+KefPm4dVXX0V+fj4uueQS/OEPf8CFF14Y9HlofzDjqX1SUhJuueUW3HzzzVAqlfj444+xZ88e7N69G/Pnz8emTZuwZcsWLFy4EC+//DJSU1NRUlLCat0tUNBqtaisrPQaCRMEgZiYGMTExGDevHn0AkBbWxvq6uqcSFUsFjOKSEkQMJ/7AEzFv0ZTUxOUSuWMSAACzn7zVGfYHxdRpiBA4N4V92JL5hbaGqSwsJCeE3acujAajbRnVVtbG0JDQ+kJgMjISO9fvkGU0QuUg6hWq0V5eTldF2cKpVKJjRs3oqCgAG+//fasJFHA3jf58MMPcdddd+G+++7DRRddhL///e8zfVleMeNESoEgCMTHx+PGG2/Ezp07MT4+jk8//RQfffQRnnjiCYSGhkKn0+GZZ57h1tTxE1RTJyUlBfn5+cxsil0WALRaLYaHh+kFALlcjkxSBW/VTbsY8zMwLdiC2poa6HQ6rFy5cvrM+RwwNDSE+vr6KXv7/mQFTPbohYQQfyj5Ay5MuRDl5eWQSqVYunSpRyKQSqV0g9BisWB0dBQjIyM0AVMrwjExMVPSRa5zpIw87TmMPxEu409arRZlZWVITU1lRaJjY2PYtGkT8vLy8M9//nN6fck44IILLkB9ff1MXwZjzMp3kyAIyOVyXH/99bj88stx5ZVXora2FiUlJdi1axeefvppbNq0CVu3bsWKFSuCXjuhrGr9aeo4+vnk5uZCp9NhZGQEitZ6j0RKSsJh3PIGjKmrUVleTpcTgqUo7w29vb1obW11OyPpj9UIE6xNWQuz0YyysjKEh4djyZIljP/mIpEIiYmJtOjN+Pg4RkZGaN0Fyl4lLi7OTi6cI1ImqT2XZtOpiJQi0ZSUFFZlLbVajS1btiA1NRX//ve/Z00z6XTCrCRSR+zZswcWiwX19fWIjo6GRqPBF198gT179mD9+vWQy+XYuHEjtmzZgpUrVwY0XaGWBTo6OgI2o0ohNDTULqknmwAqp/7cLIuFZtObsCUWoPLECYSFhWHJkiXTno5R1i7d3d0oLCx02zUNdkRqMthN6igtWa7nEwgEiI2NRWxsLBYsWICJiQl6dbKurg5yuRxxSm6SgIQPPVIA3HbtT35pUvYoycnJbnsHnjA5OYmtW7dCLpdjz5490zLdciZi1hPpddddh2uvvdbJEuPKK6/ElVdeCZ1Oh6+//hp79uzBFVdcgdDQUGzatAmbN29GaWmpX+kLSZJobm7G8PAw53VDRnAz/mSKyEDNsj9ioG0CaDtEu1JOd9fSUfzE25xuMGukVD0wISGB3caYD7gruygUCqjHx8GppRGkZlPoT86DTqdDWVkZEhMTGZeVAPt7d8UVVyAkJAR79+6dkXLQmYJZT6QEQXgkxNDQUHpsymAw4LvvvsOePXtw7bXXQigU0sPG69atY5UOW61W1NTUQK/XY+XKlYGZT/QEFyK1JhfCcvnfkWQgMFRVRc8mlpWVQSKR0GNVUVFRQZ1YoKQMVSqVT/GTYKk/UTOS07FsQDWrJtMzMMbh9UxqpGwj0pjf7ILokktoEmXjbKDT6WhF+88++8y/bS8ePjHriZQpZDIZ1q9fj/Xr18NsNuPAgQP48MMPsXPnTpjNZmzYsAFbtmzBueee6zW9MRqNqKqqglAonJ56pEPX3pp7AYybXsHw2CTq6+uddCStVivdNKmsrIRQKKRJ1VXFx19QXyQGg4GRgpVfqb2HOVK1Wo2Kigra1WDaEGBhZ0ewiUhj7r0X4s2bUVZWhvj4eFYkajAYsH37dhgMBnz55ZczMt1xpuG0IVJHiMViXHDBBbjgggvw4osv4scff8SHH36I22+/HRqNBpdeeim2bNmCn/70p07RpkajQWVlJaKjo72awwUS5MmI1FLwM5guehw9ff1oa2ubUpN1JE6qaTI8POzknUSJVftz3ZQMIAAUF3v3m6cQ6GYTZc3BVYDGH3B1EbUxeM9JM7NmU8w990B82VaUl5cjLi6OVUnDaDTi2muvxfj4OL755pvglaR4OOG0JFJHiEQinHvuuTj33HPx3HPP4ciRI9izZw9+85vfYGxsDBdddBG2bNkCAHj11Vfx3HPPsapD+Q2hBObSe2Bacx/a2trQ39/vsybr2DRxXABoamqiBXw9LQB4g9FoRGVlJSQSCZYtW8b4tYF8ryhVebaq7oEC1/Gn7t4edFdUTDGmcwKDiDT6rjshueJylJWVQS6XY8GCBYzfX7PZjOuvvx4DAwP47rvvZr2q/OmE055IHSEUCrF27VqsXbsWTz31FMrKyvDhhx/i3nvvxfDwMBYvXozKykokJSVN3xZFSAyMpfeiob6eFt5gU89yXQCYnJx0WgBwFKv2Fl3q9XqUl5f7tGp2ew0BajZRWp6cBWD8BEmSGB4YBJe+dkZ2NrSxsRgaGkJzczMiIyOdNqsIgvCZ2kffcQekV11Fk+jChQsZk6jFYsEvf/lLtLe3Y//+/UG1luExFWcUkTpCIBCgpKQE3377LfR6PV588UX09/fj8ccfx80334zzzz8fmzZtwvr16xEdHR20CNVisaCmpgYmk8lv8RWCIBAZGYnIyEgnB4Cenh40NDQ4CSc7nsdxb55LZzwQzSZqtdOjlmeQQTXXbDodJyIVh4QgMzMTmZmZMJlMTqr0MpkMCQkJCNdoPb4++rZbIdu+DWVlZYiJiWFFolarFTfddBPq6+uxf//+GXn/znScsURKQaPR4IcffsCyZcsAAA8//DDq6+vx4Ycf4sUXX8Rtt92Gc889F1u2bMGGDRsQGxsbMFKl/KlEIhGKi4sDvm1CLQDk5ORAr9djeHjYaRc9MTERUqkUDQ0NyMjIQE5ODqffjev7sTxuOeZFz6OH/TlZgwQAlD2LRqPB/ORkaDgcw3GOVCKRIDU1FampqU5NQv3gINwVbKJvuQWya65BWVkZoqKiWM3KWq1W3H777Thx4gQOHDgwI5E8jzOcSAmCwO7du6c8tmTJEixZsgQPPfQQWlpasGfPHrz55pu48847sXbtWmzZsgUbN25EYmIiZxLR6XSoqKjglEpzQUhICLKysmgHAIVCgb6+Pmg0GshkMggEAuh0Ok5jMlxS+1WJq/BY6WMY6htCZ2enx2H/YMNms6G2thY6nQ7FxcXQcV1L9FBPdmwSKhMT4RqTGrZuxcRFF6LuJIkuXryY8WfKZrPhnnvuwQ8//ID9+/fPSE2Zhx2zV5dqFoAgCMyfPx+///3vceLECTQ3N+PSSy/Fv/71L8ybNw8XX3wxXnrpJfT397OSg5uYmMCJEyeQkJDAat0xUJDJZBCLxdDpdFiwYAGt9Xj06FEcPnwYbW1tmJycZPw7sU3tz009F0+seQJ9XX20v9JMkSg1L1xUVGRfneRqx8wgmyBcRKNl110H4uqr0NLSAp1OB6PRiL6+PhgMBkbX/tvf/hZfffUVvv32W9bODIHGJ598gpycHIhEIixfvnzWK9oHGjyRMgRBEMjJycGuXbtw+PBhdHR04PLLL8enn36KhQsX4qc//Smee+45dHV1eSUgpVKJsrIyZGVlsZoNDCR6e3vR0NCAZcuWIT09HSkpKVixYgXOOecc5OTkQKfT4cSJEzh06BAtWO3td2ITkV6SeQn+suov6GzrxMDAAIqLi2dEHs1qtaK6uhpGo/EUiQLc50gZqD85NpuibtyJmJtvwujoKOLj41FaWoq4uDgMDw/jxx9/xLFjx9DR0QGNRjPlvbfZbPjDH/6Ajz/+GN99992M+isBQHt7O3bs2IFHH30U/f39mDdvHnbu3Dmj1zTdOKNTe64gCAIZGRm46667cOedd2JwcBB79+7Fnj178OCDD2Lp0qXYvHkzNm/e7LQX3dXVhfb29inqSdMFX3vzIpEISUlJSEpKoh0nh4eHUVlZCYFAQKeorqpJTL8MLs+9HPctvw9NTU0YHR1FcXHxtNhFu4IiUYvFgsLCQqdpBjKIESlFpJG//CVCf/lLlJeXIzQ0lM5KwsLC6GYVZWnT2dkJqVSKhIQEjI+Po7CwELt378a//vUv7N+/H/n5+ZyuN5BobGzEo48+Sm9S3XzzzVi/fv0MX9X0gidSP0EQBFJSUnDrrbfilltugVKppEn14YcfxoIFC7Bp0yb09fWhqqoKn376qUdztGCC6d48BUfHSUfVpLq6OqcFALlczmgg/9r51+LWJbeivr4eExMTKCkpmZHdb6vViqqqKthsNic9UxoB8LX3CLMFkTuuR/ivbqRJtKCgYEppRyKRICUlBSkpKXSzanBwEFdeeSW0Wi1IksRTTz01vRtfXrBhwwanfzc3N88Kgp9OECQXrwcePkGSJMbHx7F37148/PDD6OrqQkZGBrZv346tW7dO2+YU4Lw3X1hY6FcUSJIk1Go1hoeHMTIyYjcEDFXiqd6nPL7mV4t/hevnX4/a2lrneuQ0w2KxoKqqCiRJYsWKFW6nJMafeQYT//gn62PHPfoIwi680Otz9MeOQ1S4AuXl5ZDJZFi6dCkrt9wnnngCTz31FDZv3oxDhw5BoVBgz549uOiii1hfb7BgMpmwePFi3HPPPbj55ptn+nKmDXxEGiQQBIHo6Gh8/fXXEIvFqKqqQm1tLT766CP85Cc/QXJyMm2pEkxNVbZ7875A/V7R0dH0AsD37d97fP5dy+7CVblXoaqqClarlfHaaaBhsVjoEsWKFSs8bm0FM7UXFa6gzQLZkugLL7yA5557Dvv27UNJSQlIkqQtd2YTHnroIYSFhfE1Uh6Bg0AgwIUXXogXX3wRcXFxWLZsGa699lpoNBr873//w549e3DppZciNjaWtlQpKSkJmOYol715NqAWANLS0gAX2yYCBH4W9zOslqxGWVnZFGuQ6YTZbKaFXpYvX+79/eUsWuL99zKbzaioqKDXb9mQ6KuvvopHHnkEX3zxBUpKSgDY33tq9nm2YN++fXjxxRdx9OjRGfmynEnwRBpk/PKXv5zyWHh4OK666ipcddVV0Ol0+Oqrr7Bnzx5cfvnlCAsLozVVV69ezZl4jEYjKioq6BQymILQrs0mISHE75f/HosEi9DR0QGr1YqoqCj09/cjISEhuLKELqAITCwWM9IP4B6Rej4uFQ2LxWLWkejbb7+Nhx56CJ9//jlWr17N6dqmA52dndi+fTtefPFFLFq0aKYvZ9rBE+kMIzQ0FFu3bsXWrVthMBjw7bffYs+ePfjZz34GsVhMa6quXbuW8be8P3vzXODYbJIIJNi9ejdWxq5EeXk5YmNjMW/ePIyOjmJ4eBitra0IDw9HQkICEhMTg6qTaTKZ6FSacRQYYKsRi8WCiooKiEQiVkIwJEnin//8J373u9/h008/xdlnn83tuqYBer0eGzZswObNm7F161ZoNPbdMEpj4EwAT6SzCDKZDBs2bMCGDRtgNpuxf/9+fPjhh7jhhhtgtVqxfv16bN26Feeee67HZg3ldZ6YmBhQRXlvoM4RIgzBE2uewJLIJThx4gSio6OxaNEiCAQC2ozObDbTDp+dnZ0ICQmhx6oiIiICun7rrTPuEVztmN0QJBWJCoVC1iT6wQcf4N5778WePXtw3nnncbqm6cLXX3+NhoYGNDQ04LXXXqMf7+zsRFZW1sxd2DSC79rPAVgsFhw8eBAffvghPv74Y2i1Wqxfvx6bN2/G+eefT48R9ff3o6WlBZmZmcjOzp62aKButA53HrwTz6x9BrkhuaioqEBcXJxPCTjK4XN4eBhKpRJisZiOVP1xAKBIlPK5YhORK//4J2g//ZT1ORPffAOy5cvpf1utVlRUVEAgEPiuy7rgo48+wq9//Wv8+9//njJaxGN2gifSOQar1YrDhw9jz5492Lt3L8bHx3HxxRcjKSkJ77zzDv773/+isLBwWq+pZ7IHeoseKaIUVFRUICUlhZVBGwB6AWBkZAQKhQIEQXhcAPAGo9GI8vJyREREcCprKB98ENrP/8vqNQCQ9M7bkBYU0L9LZaXd0dDbhIA7fP7559ixYwf++c9/YuvWrayvg8fMIOiDjEqlEtnZ2ejq6mL0/O+//x4LFy5EXFwcnn766eBe3ByEUCjEunXr8Oyzz6KzsxPffPMN9Ho9XnjhBej1ejz11FP44IMPMDk5OW3XlBGRgSRBEsrLy5Gens6aRIFTCwCLFy/G2WefjYKCAhAEgbq6Onz//feoq6vDyMgIrF6Elw0GA8rKyhAZGcldw4Bjs4nq2lMD/9SsKhsS/fLLL7Fjxw689dZbPInOMQSVSJVKJTZs2MCYRBUKBTZt2oTt27fjyJEjePfdd7F///5gXuKchkAgQENDAw4cOIDPPvsMR48excKFC/HYY48hKysLV199Nd59912fu/L+Ynx8HBUVFcjOzuYsxecIgUBAq8OfffbZWLFiBSQSCVpaWvD999+jpqYGQ0NDsDjsrlMkStnEcL0GrlYjhEjktDXFlkT37duHX/ziF/jb3/6GK6+8ktM18Jg5BDW1p8SR77zzTkaF52effRZ/+9vf0NDQAIIg8Mknn+A///kP/vlP9psmZwoqKyuh0+mwZs0a+jGSJFFXV4cPP/wQe/fuRXNzs5OmqlwuD1j9lLIGmTdvnn2eNIggSRIajYbeqtLr9ZDL5YiJiUFvby9iY2NZCSK7g+K3v4Xum29ZvSZs40ZE/+H/UFNbS+/vsxlb++GHH3DllVfi+eefx/XXX3/GdLpPJwSVSDs7O+mmBxMi3bFjB0JCQvDSSy8BAAYHB/GTn/zkjJPkCiRIkkRzczP27NmDjz76CDU1NVi3bh2tqZqQkMD5xqV27xcuXDgjIixarRb9/f3o6ekBSZJODgBc9/hH7r0PehZZUNiG9Yh58EHU1NbCbDazJtHDhw/jsssuwxNPPIFf/epXPInOUQQ1tWcrqjAxMeH0msjISAwMDAT6ss4oEASBBQsW4P/+7/9QVlaGpqYmXHzxxXjvvfeQn5+PSy65BC+//DJrTdXBwUHU1dVhyZIlM0KiFIaGhpCeno61a9ciPj4eQ0ND+PHHH3H8+HF0dXVBp9OxOyCL1D7s0ktpEjWZTB739z3h+PHjuOKKK/CXv/yFJ9E5jlmlRyoSiZx2wWUyGfsbgYdHEASB3Nxc/OY3v8GRI0fQ3t6OrVu34uOPP8bChQtx/vnn47nnnkN3d7dXUu3r60NjYyOWLVuGhISEafwNTkGr1aKsrAzJycmYN28eQkJCkJGRgZKSEqxbtw4pKSkYGxvD4cOHcfToUY/anlPA0EU09JKLEfPQg6itq4PRaJwix+cLFRUV2Lp1Kx544AHcdtttPInOccyqgXy5XA6FQkH/e3JyckZUgs4EEASBzMxM3H333bjrrrswMDCAvXv34qOPPsKDDz6IZcuW0Zqqubm59I3e2tqKvr4+rFixYsbsfqmlg9TUVKdroyCVSp0WAJRKJYaHh9HZ2Ukb0SUkJCAyMnLKa5k0m0IvugjyP/4RdQ0NMBgMKCoqYkWiNTU12Lx5M37zm9/gnnvu4Un0NMCsikhLSkpw5MgR+t+VlZU+fWjYjldt2rQJBEHQ/51//vn+XPJpAYIgkJqaittuuw3fffcd+vr6cOONN+LHH39EcXExSktLsXv3buzcuRM7d+5EUVHRjJHo5OQkysrKkJaW5pZEXSEWi5GcnIzly5fj3HPPRV5eHgwGA8rLy/Hjjz+iubkZ4+PjpyJVH5tNoRdcAPmf/4S6hgbodDrWkWhDQwM2btyI22+/Hb/73e94Ej1NMC0D+a7NpomJCYSEhEz5ACqVSqSnp+Ozzz7DOeecg02bNiEvLw9//etf3R6XGq86duwY43W0lJQUfP3113SHWSwWB3Xfey6D0lT9+OOP8fDDD9Pv8bZt27B161Z6/XO6MDExgYqKCtrx1B/YbDba3ZNaAIiPj0fkk0/BelIxyxWh5/8U8ocfRn1TE7RaLWtd1ebmZlxyySW44YYb8Je//IUn0dMIM5LaL126FM8++yy2bNni9HhcXByeeeYZXHrppQgPD0d0dDTefvttj8fZtm0bfvazn+HYsWOMzks1VJYsWeLH1Z85IAgCMTExOH78OKxWK8rLy1FfX4+PPvoI5557LlJTU7FlyxZs3rwZy5cvDyqpqtVqelY1EPvbAoHAyQFApVJhZGQE2slJuOv3h/7kJ36RaFtbGzZs2IBrrrkGDz/8ME+ipxmmJZwgSdLpw9/V1TWFRCncdNNNaG5uxrvvvouamhokJiZ6PO5rr72GO+64g/F1UISQlpaGsLAwbNu2DePj44xffyaCsqc+ePAgCgsL8fOf/xx79+7F8PAwHn74YXR3d+OSSy5BQUEB7r//fhw7dgw2rgpKHkCRaE5OTlBEMBwXAKLcWLCYClfAfOcdqGtshEajYU2iXV1d2LBhAz3mNN2usa5gWw4LGI4cAdLTgSef9P68r78GiouBd9+dnusKAGZVjZRCdnY2LrnkEoSHh/t8Hhs0NTVh2bJl+O9//4ujR4+is7MT999/vz+XekbgtttuQ0ZGhtNjERERuPrqq/HBBx9geHgYTz31FJRKJbZu3YqFCxfivvvuw48//uh1pZMJVCoVKioqkJubOz2Wwy5fAuI1a0Dcdx+a29owMjICqVQKhUIBk8nE6HC9vb249NJLcemll+K5556bFSTKZtswoDh4EOjrA3x9Gep0QHk5MI1rzv7itBAtYTrw74offvgBl112GZRKZXAu7AyEwWDAN998g48++giffPIJJBIJNm7ciK1bt2LNmjWsGjPj4+OorKyclq0pCoO/+AVMdfUAgJCzz0bc44+hsbUVKpUKixcvhkqlwvDwMCYnJxEdHU1PALhbABgcHMRFF12Es88+G6+99lpQxbWZgu22YUCxZg3Q3m4nU2/ztp9/DmzcCLz+OuBGGH02YlaNP003EhISMDo6CqPR6LeXEQ87ZDIZNm7ciI0bN8JkMmH//v3Ys2cPrr/+ethsNlqo+pxzzvGaHo+NjaGqqgrz58/3ObkRUJwULQlZu9aJRIuKiiCTyRAdHY2srCwYDAaMjIxgZGQELS0tiIyMpJWqoqKiMDw8jPXr12PVqlWzhkQBezksOzsbd9555/SccMMG4PhxQCoF+vsBmQzIzgbMZvt/F10EvPee82uo92qWvGdMcEYR6dVXX43bb78da9euBQAcOXIEiYmJPIkGCRKJBBdddBEuuugivPTSSzh48CD+85//4Oabb4Zer8f69euxZcsW/OQnP3GK6EZHR1FdXY0FCxYgJSVlWq+ZtNkgW7MGcU88jqa2NoyPj6O4uHhKxCmTyZCRkYGMjAyYTCaaVO+66y60trZicnISxcXFeOutt2YNiQLsy2F+44ILgAULgIYGeyR6ww1ATIx98cFgsP/swAGgqenUa+rtGQH277c/h0JMDHD11dN6+UxxWqb2nsarHn74YXzyySd45plnoFQqcdNNN+Hmm2/GQw89NANXfebCarXi0KFDtKaqWq3GxRdfjM2bN0Oj0eAf//gH3nrrrWknUQAYf/Y5RN18E5o7OjA6OuqWRL2hra0Nl156KaxWK9RqNdLT03HjjTfivvvuC+JVswfXchhnbN4M1NbaU3vXiYUbb7Sn8b6wdClQXR2c6/MTs7LZ5C+WLl2K//53qjjvb3/7WyxduhQXX3wxbr75Ztxyyy34v//7P4/H+eSTT5CTkwORSITly5czEk/h9VR9QygU4uyzz8Zzzz2Hrq4ufPXVV0hPT8c999yDX//619BoNDh06NC0aqpSiL7zDjR3dECpVNLpPFOoVCrs2LEDy5YtQ1dXFxQKBR555BHEx8cH8YrnAEZGgP/9D9ixA/juO2DLFntnngJV4lEq7Q2mvXvt/37lFfu/JyeBhIRTz5uFOC2IlOl4lVgsxhtvvAGNRoPBwUE8+OCDHkUm2tvbsWPHDjz66KPo7+/HvHnzfHp183qq7CEQCLBq1SqsWbMGk5OTePzxx3HxxRdj9+7dtKbqe++9F3RNVeCUUpZSqURxcTErt9OJiQlcdtlliI2NxZ49eyCVShEWFobLLrsM1113XRCveg7gzTcBkrQTqVIJfPIJMDx86ufUPRgWBoSH2+uogL2uGh5u/48gvDeoZhinBZEGA42NjXj00Udx1VVXITExETfffDNtH+EJ7777LlJSUvDAAw8gPz8fDz74IN54441puuK5je+//x7vv/8+du3ahUceeQRNTU04fvw4CgsL8dxzzyE7OxuXX345/v73v2N0dDTgpEqSJFpaWqBQKFiTqEajwRVXXIHQ0FDs3buXs4TfnEFPDyAQAEVFU3+m1wORkUBamn2UrLsbePRRYNMm+2NUuc2x7MaUIGdRrdkVPJF6wIYNG/CrX/2K/ndzczPy8/O9vqa6uhrnnXcevbWycqXdkpiHbzz77LPYtGkT/W+CIFBQUIA//elPqKmpQXV1NdatW4dXX30VOTk52LRpE9544w2MjIz4TaokSaK1tRXDw8MoKipiRaI6nQ5XXXUVBAIBPv300zNj3TgjAzjvPKCiAnAtd33+uT0Vv+46O9nedx+gVgPNzcDFFwN/+Yv9eY88cuoYTLe8ZngG1xtm75XNIphMJjz11FO46aabvD6P11MNDhw1VcvLy9HY2IgLL7wQ//znP2lN1VdeeQUDAwOsSZUkSbS1tWFoaAjFxcUIDQ1l/FqDwYDt27fDaDTi888/97lAMpvgWg5jjeuvt/+v6/bR++87//zuu4F164CSEvsgPiW7GBcHZGba03eKIENC7KR6ySX2f+/YYf83QdhLAbOYSE+Lrn2wcf/99+OLL77AiRMnvA6UX3311VizZg29tmq1WiGTyWA2m6frUs8okCSJnp4eWv3/6NGjWLlyJTZt2oQtW7YgPT3d6047RaIDAwMoLi5mFU0ajUZcc801UCgU+Prrr2dMDWvGoNUCSUlAfPypTrxaDSQm2knz4EH3r/v4Y2DrVjvhbttmf+y3vwUefxx49VV7yl9bCzz9tH0Y/+SoIu68E1ixwj4qNQsxeyl+lmDfvn148cUX8d577/ncyuH1VKcXlKbqPffcg4MHD6K7uxvbt2/HV199hYKCApxzzjl4+umn0d7ePiVSJUkS7e3tnEjUZDLhuuuuw8DAAL788sszj0QBe2PoyiuBzk7g8GH7Y3v3AkajPZJkCqv1VGr/85/bI9kLLrD/e+1a+7+vv94erc5i8ETqBZ2dndi+fTtefPFFLFq0yOfz2eqpchmv4vVU3YPSVL399tuxb98+9Pb2YufOnfjhhx9QVFSE0tJSPPbYY2hqagJJknjsscfQ2NiIoqIiViRqsViwc+dOdHR04JtvvkFsbGwQf6tZDip9p8wp33/fTrBXXeX8vIkJoKoK+OADYM8e+2N//rN9w+myy+wd/bkOkodb6HQ6ctGiReSNN95ITk5O0v/ZbDZSrVaTJpNpymsUCgUpk8nIb775hjSZTOTFF19M3nbbbW6P39bWRsbExJD//ve/yaGhIfLKK68kS0tLfV5XcnIyWVtbS46Pj5Pj4+OkRqPx+3c9nWGz2UilUkm+8cYb5KWXXkpKJBIyNjaWlMlk5DvvvENOTk6SWq2W0X9qtZrctm0buXDhQnJwcHCmf7WZh81Gkjk5JBkbS5J9fSQpFJLkddc5P+eSS0jSTpXO/y1eTJLXXEOS//oXSe7aZX9Mr7e/5osv7P9+661Tx0lMJMlzzpmmX4w9eCL1gI8//pgEMOW/zs5OMjMzk9y7d6/b17388sukWCwmY2JiyOzsbHJoaMjt8z777DPyb3/7G/3vffv2kSEhIV6vqa+vj0xKSuL8O53psNls5B/+8AcyIiKCPOecc8iQkBAyPz+fvO+++8gff/zRK6lOTEyQv/jFL8j8/Hyyr69vpn+V2YM//tFOehdeaP/fAwecf/7++yT5i1+Q5PPPk+QPP5Dkm2/an/fee6eec++9zIh07dqg/zpcwRNpENDR0UH+73//IycnJxm/5uWXXyaXLl3q9TkfffQRGR8fT6amppKhoaHk1VdfTY6Njfl7uWcMjh49SsbGxpLV1dUkSZLkxMQE+f7775NXXHEFGRYWRmZlZZF33HEHuX//fidSnZycJH/5y1+S2dnZZHd39wz/FrMMHR0kSRB24svJsUep3vCf/9if+89/nnrs7rvdR62u/zHI2GYKs3dVYA4jOzublTgENV51zz33eH0epaf65JNPQiAQYOfOnbj//vvxyiuv+HvJZwTOOussNDY20iubERER2LZtG7Zt2watVosvv/wSe/bswebNmxEVFYWNGzdi8+bN2Lt3L77++mscOHBgii7rGY/sbODss4Hvv7fXTH3NhFL6tI66rxaL/X//3//zPJz/l7+cet5sxEwzOQ+S/N3vfkcuW7bMbd3VG77//nsyNjY2SFd15kKn05GffPIJed1115GhoaGkVColW1paZvqyZi9+/WuSFAhIkkm0/s479ujy9ddPPXbzzc6pvTskJpJkYaH/1xok8BHpDIMarzp69Cgr0WOA11MNFkJCQrBp0yZs2rQJL774IqqqqnxutZ1xKCsDXnzR3qV/6y27uhOTaN1otP+vo8MAQ7cB+rWzETPN5GcyOjo6yISEBPLvf/87o+dfddVV5MGDB+l/v/nmm2RiYmKwLo8HD88oKyPJyEiSDA0lyY0bSVKh4H6svj6SrK31XV+dxeAj0hmCXq/Hhg0bsHnzZmzduhUajQYAEBYWhsnJSbd6qgUFBbj77rtpPdX7778fN998s89zqVQqNDc3Y968eWfm8DiPwKOoyL7JFAikptr/m8uYaSY/U8FlvMpkMpE33HADGRYWRiYlJZF/+tOfSLPZ7PU8H3zwARkVFUUuWbKEDA0NJT/44AOf13bgwAFywYIFZGxsLPnUU09x/RV58DhjwO/an8ZQq9XIy8vDd999h6VLl+Ltt9/GH//4R68OkgqFAnl5ebj33nuxfft2bNu2DU8++STOO++86btwHjzmGPgV0dMYExMTePbZZ7F06VIAQGFhIUZHR72+htdU5cGDPXgiPY2Rnp6Oa665BgBgNpvxzDPPYOvWrV5fw2uqzg7U1dWhpKQEMTEx2LVrV9DdAXj4B55IzwBUV1cjKSkJX375JZ5//nmvz+U1VWceRqMRGzduRFFREcrKytDQ0IC33357pi+LhxfwRHoGYOnSpfj666+Rn5/v03dKJBI5zaTKZDLodLpgXyIPB3zxxRdQq9V4+umnkZubi927d/PllVkOfvzpDABBECgqKsI777yD3NxcqFQqREdHu30ur6k686iursaqVatotf6lS5eioaFhhq+KhzfwEel04cgRID0dePJJ78/7+muguHiqhQMHfP/999i1axf9b4lEAoIgIPBi2cBWU5WCSqXCsWPHMD4+7t9F85hSXiEIAkKhkH9vZzF4Ip0uHDwI9PXZfWu8QacDysvtBmJ+Yt68eXj11Vfx6quvore3F7///e9x4YUXIjIyEhMTE24tUDZt2oRDhw7h22+/hdlsxuOPP46L/n97dxvSZBfGAfzv80RYOSybZTBKqSgsyUBDsiWKsmpllJG9aL5NDDGktL6YfVAyEXqhIEPDfUgMHL1IfbEIhYxgRa75gkEQUSMsy6FQZun1fDjP3HzbbjfdJrt+MPScnYPnRry8d865r6NS2f05Op0OoaGh0Gg0UCgU0Ol0DsfGCaqnN3F6BeApFq/n4X2svmP7dpF4wcEGenr0aHJSBxc8efKEwsPDSSaT0aFDh+jr169ERLOSU5WIyGw2k1wuH0tNp9Vqac2aNQ7HxQmqp1dZWUlpaWnj6gIDA8d+d8z78BzpXNq7F9DrxUmJJhPg7y/Sjv35I14qFdDQML6P5ezuWTrDOykpCV1dXZPq7W3KP3nyJFQqFXp6eqBUKu2ejunMXlWTyQQiwubNm6VdhI+Jjo5GbW3tWPnDhw/4/fs3goKCPDgqZg8H0rmUlARs3Ah0d4uP9dnZwLJlIifj0JB4r7UV6Omx9rEEvZYW0cZi2TIgNdVtQ5eaU9WZvap6vR4jIyNQKBTo7+/Hvn37UF1dzXkA/rdz504MDAxAq9UiKysLFRUVSExMxL+z9M+VzQFP3xL7hORkorCwqbPbaDTSsoM7yJ7vaQaDgYKCgigkJIT6+/vttq2oqKDExEQyGAxkNBpp27ZtlJeX556BzhNNTU20ePFiWr58OQUHB1NXV5enh8Ts4EA613p7iRYsICorI3r6lGj/fqLmZuv7+fkiUPb1EQ0OEj14IMq3bony4CDRihVEUVGeugJJRkdH6fXr16RUKiklJWVGfTlB9dS+fPlCjx8/pr6+Pk8PhTnAq/Zzra5O3FNmZQF9fUBTE9Dba33fcrTCkiVAQICYRwXEvGpAgHj5+U1/BIOXsN2rev/+fZjNZsl9bRNUM6uQkBCo1WrfPvJ5nuBA6ozsbBHcbtwYX3/8uKi3LBR8/AhUVgLJyYBCAVjyi9rmGZUaIL10fsyZvaqpqaloa2sbK798+RIrV67kLP9s3uJA6oyrV0VgLC213l22tooVeJUKyM0VdcXFIvntu3fArl3iAC8AuHQJiI8H3rxxfFiYhZ3A5EnO7FW1JKhua2vDw4cPJSeoZsxreXpuYd5qbhZzmenpRMPDROHhRIGBRJ8+Wdu8eEGkVBJlZIgDwlQq0SchQdR1dhKdPSttsSkuzjPXKcFM96o6k6DalkqlIq3tmefT0Ol0tHr1alq1ahU12J6jztgs40DqitxcEeQOHxZf6+rst7csJN29a607d07U1dQQabVEZ86Ick6OKGu14mwcLw6k7lRfX08AHAbSjo4OWrhwIdXW1pLRaKR169ZRT0+PewbJfI53fl6cLy5fFs/PNzYCu3eLBaWZGBmxfrRPTxfngiclifKOHaKcmQksWjSLg56/fvz4gaKiImzYsMFh29u3byM+Ph4ajQYREREoKCjAnTt33DBK5os4kLri+3frAWCfP099XOzAAGAwiGB7756oKysTTzgdPCg+uDNJioqKcODAAcTExDhs+/btWyQkJIyVOUE1m0scSJ01OgqcOAH8+gWcPg10dAAlJePb7NkDBAYCW7eKp5Lq60X9P/8AsbHAsWMcSCVqaWnBs2fPUFVVJak9J6hm7uTdmxO9WVWVyOhUWiruMDs7gStXALVarMgDItAGB4u0eJGRwPv3YutUSQlw9Kho8+qVtJ83MjInlzEfDA0NIS8vD9XV1ZDJZJL6cIJq5k4cSJ3R3g5cuABs2gScPy/qamqAiAggIwMwGoGlS4EjR8TLwrJVanTUWmf5fuI8aFbW+DnXtWtn/TLmi/LyckRHR0OtVkvuwwmqmTtxIJ2poSEgLU0EwLo6wPLHGRoq9oeeOgXk50/O6gRY7yptA+nfv+Jrefn0m/MvXrS280ENDQ349u3bWFb/nz9/orGxEXq9Hjdv3pyyjyVBdU5ODgDpCaoZcwYH0pny97dmaJqooEC8pmNZjBoettZZAmRxsfXx0ImuXfPpQPr8+XP8tbn+4uJixMTEIDMzE2azGTKZbFJmpJSUFMTGxqKwsBBhYWG4fv060tLS3D105iM4kLrTVIHU9nspfX2QQqEYVw4ICIBcLodcLoefnx/a29sRGRk5rs2WLVtQWFiIqKgo+Pv7Y/369cjPz3fjqJkv8SPiZWOPMpmA/n4x3yr1cVEmWXd3N0wmE+Li4niOlM0ZDqSMMeYi3kfKGGMu4kDKGGMu4kDKGGMu4kDKGGMu4kDKGGMu4kDKGGMu4kDKGGMu4kDKGGMu4kDKGGMu+g/jjiW8FWGcXwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5,3))\n",
    "\n",
    "axes = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes)\n",
    "\n",
    "x = np.arange(1, 5)\n",
    "\n",
    "for m in x:\n",
    "    axes.bar(\n",
    "        np.arange(4),\n",
    "        np.random.randint(10, 100, size=4),\n",
    "        zs = m, # 在x轴第几个\n",
    "        zdir = 'x', # 在哪个方向上排列\n",
    "        width = 0.6\n",
    "    )\n",
    "\n",
    "axes.set_xlabel('x轴', fontsize=16, color='r')\n",
    "axes.set_ylabel('y轴', fontsize=16, color='r')\n",
    "axes.set_zlabel('z轴', fontsize=16, color='r')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
